(qtf® — 01)
OPERATIONAL AI INFRASTRUCTURE
AI automation
AI automation
AI automation
AI automation
AI automation
for teams that scale.
for teams that scale.
for scale-up teams
We design and deploy AI automation for growing companies — with deep roots in telehealth, where we automate patient intake, operations, and clinical workflows end to end.
We design and deploy custom AI systems for teams that need automation, decision
support, and operational intelligence built into their workflows.
We design and deploy custom AI systems for teams that need automation, decision support, and operational intelligence built into their workflows.
We design and deploy custom AI systems for teams that need automation,
decision support, and operational intelligence built into their workflows.
Automation over busywork
Decisions powered by data
AI built for real workflows
Production-ready intelligence
Systems that actually ship
AI integrated into operations
100+ clients
98%
client satisfaction
100+ clients
98%
client satisfaction
(qtf® — 02)
HOW WE THINK ABOUT AI
Most AI breaks when it meets real operational complexity. We design systems that stay reliable when workflows, data, and people don’t behave as expected.
Most AI breaks when it meets real operational complexity. We design systems that stay reliable when workflows, data, and people don’t behave as expected.
Most AI breaks when it meets real operational complexity. We design systems that stay reliable when workflows, data, and people don’t behave as expected.
Most AI breaks when it meets real operational complexity. We design systems that stay reliable when workflows, data, and people don’t behave as expected.
Most AI breaks when it meets real operational complexity. We design systems that stay reliable when workflows, data, and people don’t behave as expected.
We don’t start with models. We start with how decisions are made,
where processes fail, and how systems behave under pressure.
We don’t start with models. We start with how
decisions are made, where processes fail, and how
systems behave under pressure.
Konrad Sudyka
Founder & Principal Consultant
1
2
3
4
/4
(WDX® — 03)
OUR SERVICES
AI Systems Services
Four core capabilities — AI automation for growing businesses, telehealth workflow systems, and executive search.
001.
AI WORKFLOW AUDIT
AI Workflow Analysis
We examine how work flows through your systems — from data inputs to operational decisions — revealing where AI can automate, assist, and improve reliability across the organization.
WHAT WE ANALYZE
001.
Core operational workflows and system handoffs
002.
Data sources, ownership, and reliability
003.
Manual decision points and exception handling
004.
Existing systems, integrations, and constraints
002.
AI AUTOMATION SYSTEMS
AI Process Automation
We design and deploy AI-powered automation systems that execute repetitive workflows, reduce manual operations, and improve process reliability at scale across teams.
WHAT WE ANALYZE
001.
AI agents for operational workflows
002.
Automated data processing and enrichment
003.
AI-assisted task execution and routing
004.
Integrations with existing internal systems
003.
TELEHEALTH AI WORKFLOWS
Telehealth Automation
We automate telehealth operations end to end — patient intake, scheduling, follow-ups, and clinical workflows — built on experience running our own telehealth platform, ElevatedHealth.
WHAT WE ANALYZE
001.
Patient intake and onboarding automation
002.
Scheduling and follow-up flows
003.
EHR and CRM integrations
004.
Compliance-aware AI assistants
004.
EXECUTIVE SEARCH
Executive Headhunting
A focused search practice placing senior operators and executives at growth-stage companies — the leaders who make automation stick.
WHAT WE ANALYZE
001.
C-suite and VP searches
002.
Telehealth and health-tech leadership
003.
Ops and growth executives
004.
End-to-end search management
(WDX® — 03)
OUR SERVICES
AI Systems Services
Four core capabilities — AI automation for growing businesses, telehealth workflow systems, and executive search.
001.
AI WORKFLOW AUDIT
AI Workflow Analysis
We examine how work flows through your systems — from data inputs to operational decisions — revealing where AI can automate, assist, and improve reliability across the organization.
WHAT WE ANALYZE
001.
Core operational workflows and system handoffs
002.
Data sources, ownership, and reliability
003.
Manual decision points and exception handling
004.
Existing systems and integrations
002.
AI AUTOMATION SYSTEMS
AI Process Automation
We design and deploy AI-powered automation systems that execute repetitive workflows, reduce manual operations, and improve process reliability at scale across teams.
WHAT WE ANALYZE
001.
AI agents for operational workflows
002.
Automated data processing and enrichment
003.
AI-assisted task execution and routing
004.
Integrations with existing internal systems
003.
TELEHEALTH AI WORKFLOWS
Telehealth Automation
We automate telehealth operations end to end — patient intake, scheduling, follow-ups, and clinical workflows — built on experience running our own telehealth platform, ElevatedHealth.
WHAT WE ANALYZE
001.
Patient intake and onboarding automation
002.
Scheduling and follow-up flows
003.
EHR and CRM integrations
004.
Compliance-aware AI assistants
004.
EXECUTIVE SEARCH
Executive Headhunting
A focused search practice placing senior operators and executives at growth-stage companies — the leaders who make automation stick.
WHAT WE ANALYZE
001.
C-suite and VP searches
002.
Telehealth and health-tech leadership
003.
Ops and growth executives
004.
End-to-end search management
(WDX® — 03)
OUR SERVICES
AI Systems Services
Сore capabilities used to design, deploy, and scale AI systems.
001.
AI WORKFLOW AUDIT
AI Workflow Analysis
We examine how your systems work — uncovering where AI can automate, assist, and improve reliability.
001.
Operational workflows and system handoffs
002.
Data sources, ownership, and reliability
003.
Вecision points and exception handling
004.
Existing systems and integrations
002.
AI AUTOMATION SYSTEMS
AI Process Automation
We design and deploy AI automation systems that streamline workflows, reduce manual work, and improve reliability at scale.
001.
AI agents for operational workflows
002.
Automated data processing and enrichment
003.
AI-assisted task execution and routing
004.
Integrations with existing internal systems
003.
TELEHEALTH AI WORKFLOWS
Telehealth Automation
We design and build custom AI systems tailored to your operations — from internal AI tools to decision-support platforms used by teams daily across the organization.
001.
Patient intake and onboarding automation
002.
Scheduling and follow-up flows
003.
EHR and CRM integrations
004.
Compliance-aware AI assistants
004.
EXECUTIVE SEARCH
Executive Headhunting
A focused search practice placing senior operators and executives at growth-stage companies — the leaders who make automation stick.
001.
C-suite and VP searches
002.
Telehealth and health-tech leadership
003.
Ops and growth executives
004.
End-to-end search management
1
2
3
4
/4
(WDX® — 03)
OUR SERVICES
AI Systems Services
Four core capabilities — AI automation for growing businesses, telehealth workflow systems, and executive search.
001.
AI WORKFLOW AUDIT
AI Workflow Analysis
We examine how your systems work — uncovering where AI can automate, assist, and improve reliability.
WHAT WE ANALYZE
001.
Core operational workflows
002.
Data sources, ownership, and reliability
003.
Manual decision points
004.
Existing systems and integrations
002.
AI AUTOMATION SYSTEMS
AI Process Automation
We design and deploy AI automation systems that streamline workflows, reduce manual work, and improve reliability at scale.
WHAT WE ANALYZE
001.
AI agents for operational workflows
002.
Automated data processing and enrichment
003.
AI-assisted task execution and routing
004.
Integrations with existing internal systems
003.
TELEHEALTH AI WORKFLOWS
Telehealth Automation
We design and build custom AI systems tailored to your operations — from internal AI tools to decision-support platforms used by teams daily.
WHAT WE ANALYZE
001.
Patient intake and onboarding automation
002.
Scheduling and follow-up flows
003.
EHR and CRM integrations
004.
Compliance-aware AI assistants
004.
EXECUTIVE SEARCH
Executive Headhunting
A focused search practice placing senior operators and executives at growth-stage companies — the leaders who make automation stick.
WHAT WE ANALYZE
001.
C-suite and VP searches
002.
Telehealth and health-tech leadership
003.
Ops and growth executives
004.
End-to-end search management
1
2
3
4
/4
(WDX® — 03)
AI system SERVICES
Our Services
Four core capabilities — AI automation for growing businesses, telehealth workflow systems, and executive search.
001.
AI WORKFLOW AUDIT
AI Workflow Analysis
We examine how your systems work — uncovering where AI can automate, assist, and improve reliability.
WHAT WE ANALYZE
001.
Core operational workflows
002.
Data sources and reliability
003.
Manual decision points
004.
Your systems and integrations
002.
AI AUTOMATION SYSTEMS
AI Process Automation
We design and deploy AI automation systems that streamline workflows, reduce manual work, and improve reliability at scale.
WHAT WE ANALYZE
001.
AI agents for workflows
002.
Automated data processing
003.
AI-assisted task execution
004.
Existing systems Integrations
003.
TELEHEALTH AI WORKFLOWS
Telehealth Automation
We design and build custom AI systems tailored to your operations — from internal AI tools to decision-support platforms used by teams daily.
WHAT WE ANALYZE
001.
Patient intake and onboarding automation
002.
Scheduling and follow-up flows
003.
AI-powered knowledge
004.
Analytics platforms
004.
EXECUTIVE SEARCH
Executive Headhunting
A focused search practice placing senior operators and executives at growth-stage companies — the leaders who make automation stick.
WHAT WE ANALYZE
001.
C-suite and VP searches
002.
Telehealth and health-tech leadership
003.
Ops and growth executives
004.
End-to-end search management
(qtf® — 04)
SELECTED CASES
Case studies
Case studies
Case studies
Whether you’re just exploring possibilities
or looking to scale existing tools.
Whether you’re just exploring possibilities
or looking to scale existing tools.
(qtf® — 05)
More cases
Play
What are AI Agents?
12 min overview
ACTIVITY
Operational
Decisions
+
Automated decisions
across deployed AI systems
+15%
jun.
+35%
jul.
+53%
aug.
Benchmark
System
Recovery
%
Faster operational recovery
Faster
operational recovery
after AI decision automation
No hype. Just systems
Clarity beats automation
Decisions over demos
Designed for messy reality
Systems that hold under pressure
1
2
3
4
/4
(QTF® — 06)
Process
Execution Flow
A structured process used to design, deploy, and scale AI systems across real operational environments.
001.
Audit
System Audit & Discovery
We analyze how the system actually operates across workflows, data, and decision points. This step identifies constraints and opportunities before any AI or automation is introduced.
WHAT WE ANALYZE
001.
Core operational workflows and handoffs
002.
Data sources, ownership, and consistency
003.
Manual decision points and exceptions
004.
Existing tools, integrations, and constraints
Technology Stacks
Cogni
Pulse
Synth
MindX
002.
AUTOMATION
Automation Design & Agents
We design intelligent automation systems and AI agents tailored to your operational workflows. This step translates audit insights into executable automation architecture and controlled agent behavior.
WHAT WE ANALYZE
001.
Automation-ready workflows and task clusters
002.
Decision trees, escalation paths, and guardrails
003.
System APIs and integration surface
004.
Human-in-the-loop control mechanisms
Technology Stacks
Kortx
Strat
NovaA
Cogni
003.
ARCHITECTURE
AI Strategy & Technical Architecture
We define the long-term AI direction aligned with business priorities. This step ensures that every AI initiative fits within a scalable, secure, and economically viable architecture.
WHAT WE ANALYZE
001.
Strategic objectives and ROI potential
002.
Data infrastructure maturity
003.
Build vs. buy vs. hybrid scenarios
004.
Governance, compliance, and risk models
Technology Stacks
Cogni
Nexis
Atica
GridX
004.
INFRASTRUCTURE
Data Infrastructure & Foundations
We build the structured data layer required for reliable AI systems. This step transforms fragmented data into consistent, model-ready infrastructure.
WHAT WE ANALYZE
001.
Data sources and ingestion pipelines
002.
Data quality, gaps, and normalization
003.
Storage architecture and retrieval performance
004.
Security, privacy, and access control
Technology Stacks
Logix
Axiom
Lumen
Pulse
(QTF® — 06)
Process
Execution Flow
A structured process used to design, deploy, and scale AI systems across real operational environments.
001.
Audit
System Audit & Discovery
We analyze how the system actually operates across workflows, data, and decision points. This step identifies constraints and opportunities before any AI or automation is introduced.
WHAT WE ANALYZE
001.
Core operational workflows and handoffs
002.
Data sources, ownership, and consistency
003.
Manual decision points and exceptions
004.
Existing tools, integrations, and constraints
Technology Stacks
Cogni
Pulse
Synth
MindX
1
2
3
4
/4
002.
AUTOMATION
Automation Design & Agents
We design intelligent automation systems and AI agents tailored to your operational workflows. This step translates audit insights into executable automation architecture and controlled agent behavior.
WHAT WE ANALYZE
001.
Automation-ready workflows and task clusters
002.
Decision trees, escalation paths, guardrails
003.
System APIs and integration surface
004.
Human-in-the-loop control mechanisms
Technology Stacks
Kortx
Strat
NovaA
Cogni
1
2
3
4
/4
003.
ARCHITECTURE
AI Strategy & Technical Architecture
We define the long-term AI direction aligned with business priorities. This step ensures that every AI initiative fits within a scalable, secure, and economically viable architecture.
WHAT WE ANALYZE
001.
Strategic objectives and ROI potential
002.
Data infrastructure maturity
003.
Build vs. buy vs. hybrid scenarios
004.
Governance, compliance, and risk models
Technology Stacks
Cogni
Nexis
Atica
GridX
1
2
3
4
/4
004.
INFRASTRUCTURE
Data Infrastructure & Foundations
We build the structured data layer required for reliable AI systems. This step transforms fragmented data into consistent, model-ready infrastructure.
WHAT WE ANALYZE
001.
Data sources and ingestion pipelines
002.
Data quality, gaps, and normalization
003.
Storage architecture and retrieval performance
004.
Security, privacy, and access control
Technology Stacks
Logix
Axiom
Lumen
Pulse
1
2
3
4
/4
(QTF® — 06)
Process
Execution Flow
A structured process used to design, deploy, and scale AI systems across operational environments.
001.
Audit
System Audit & Discovery
We analyze workflows, data, and decision points to identify constraints and opportunities before implementation begins.
001.
Core operational workflows and handoffs
002.
Data sources, ownership, and consistency
003.
Manual decision points and exceptions
004.
Tools, integrations, and constraints
Technology Stacks
1
2
3
4
/4
002.
AUTOMATION
Automation Design & Agents
We design AI agents and automation systems tailored to your workflows, turning audit insights into practical automation architecture.
001.
Automation-ready workflows and task clusters
002.
Decision trees, and guardrails
003.
System APIs and integration surface
004.
Human-in-the-loop control mechanisms
Technology Stacks
1
2
3
4
/4
003.
ARCHITECTURE
AI Strategy & Technical Architecture
We define a long-term AI strategy aligned with business goals, ensuring every initiative supports scalable and sustainable growth.
001.
Strategic objectives and ROI potential
002.
Data infrastructure maturity
003.
Build vs. buy vs. hybrid scenarios
004.
Governance, compliance, and risk models
Technology Stacks
1
2
3
4
/4
004.
INFRASTRUCTURE
Data Infrastructure & Foundations
We build the structured data layer required for reliable AI systems. We transform fragmented data into consistent, model-ready infrastructure.
001.
Data sources and ingestion pipelines
002.
Data quality, gaps, and normalization
003.
Storage architecture and performance
004.
Security, privacy, and access control
Technology Stacks
1
2
3
4
/4
1
2
3
4
/4
(QTF® — 06)
Process
Execution Flow
A structured process used to design, deploy, and scale AI systems across real operational environments.
001.
Audit
System Audit & Discovery
We analyze workflows, data, and decision points to identify constraints and opportunities before implementation begins.
WHAT WE ANALYZE
001.
Core operational workflows and handoffs
002.
Data sources, ownership, and consistency
003.
Manual decision points and exceptions
004.
Existing tools, integrations, and constraints
Technology Stacks
Cogni
Pulse
Synth
MindX
002.
AUTOMATION
Automation Design & Agents
We design AI agents and automation systems tailored to your workflows, turning audit insights into practical automation architecture.
WHAT WE ANALYZE
001.
Automation-ready workflows and task clusters
002.
Decision trees, escalation paths, and guardrails
003.
System APIs and integration surface
004.
Human-in-the-loop control mechanisms
Technology Stacks
Kortx
Strat
NovaA
Cogni
003.
ARCHITECTURE
AI Strategy & Technical Architecture
We define a long-term AI strategy aligned with business goals, ensuring every initiative supports scalable and sustainable growth.
WHAT WE ANALYZE
001.
Strategic objectives and ROI potential
002.
Data infrastructure maturity
003.
Build vs. buy vs. hybrid scenarios
004.
Governance, compliance, and risk models
Technology Stacks
Cogni
Nexis
Atica
GridX
004.
INFRASTRUCTURE
Data Infrastructure & Foundations
We build the structured data layer required for reliable AI systems. This step transforms fragmented data into consistent, model-ready infrastructure.
WHAT WE ANALYZE
001.
Data sources and ingestion pipelines
002.
Data quality, gaps, and normalization
003.
Storage architecture and retrieval performance
004.
Security, privacy, and access control
Technology Stacks
Logix
Axiom
Lumen
Pulse
1
2
3
4
/4
(QTF® — 06)
Process
Execution Flow
A structured process used to design, deploy, and scale AI systems across real operational environments.
001.
Audit
System Audit & Discovery
We analyze workflows, data, and decision points to identify constraints and opportunities before implementation begins.
WHAT WE ANALYZE
001.
Core operational workflows and handoffs
002.
Data sources, ownership, and consistency
003.
Manual decision points and exceptions
004.
Existing tools, integrations, and constraints
Technology Stacks
Cogni
Pulse
Synth
MindX
002.
AUTOMATION
Automation Design & Agents
We design AI agents and automation systems tailored to your workflows, turning audit insights into practical automation architecture.
WHAT WE ANALYZE
001.
Automation-ready workflows and task clusters
002.
Decision trees, escalation paths, and guardrails
003.
System APIs and integration surface
004.
Human-in-the-loop control mechanisms
Technology Stacks
Kortx
Strat
NovaA
Cogni
003.
ARCHITECTURE
AI Strategy & Technical Architecture
We define a long-term AI strategy aligned with business goals, ensuring every initiative supports scalable and sustainable growth.
WHAT WE ANALYZE
001.
Strategic objectives and ROI potential
002.
Data infrastructure maturity
003.
Build vs. buy vs. hybrid scenarios
004.
Governance, compliance, and risk models
Technology Stacks
Cogni
Nexis
Atica
GridX
004.
INFRASTRUCTURE
Data Infrastructure & Foundations
We build the structured data layer required for reliable AI systems. This step transforms fragmented data into consistent infrastructure.
WHAT WE ANALYZE
001.
Data sources and ingestion pipelines
002.
Data quality, gaps, and normalization
003.
Storage architecture and retrieval performance
004.
Security, privacy, and access control
Technology Stacks
Logix
Axiom
Lumen
Pulse
What We Deliver
(®)
(qtf® — 07)
SYSTEM OUTPUT
We design and build AI systems that operate
inside real workflows — from idea to production.
© ‒ 001.
Operational AI Expertise
We specialize in AI systems designed for real operational environments — not experiments or isolated prototypes.
© ‒ 001.
Operational AI Expertise
We specialize in AI systems designed for real operational environments — not experiments or isolated prototypes.
© ‒ 001.
Operational AI Expertise
We build reliable AI systems for real-world operations.
© ‒ 001.
Operational AI Expertise
We build reliable AI systems for real-world operations.
Konrad Sudyka©
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13.09 9.74 13.088 9.74 C 13.082 9.744 13.076 9.747 13.07 9.749 C 13.201 9.986 13.354 10.212 13.524 10.425 C 13.545 10.455 13.571 10.483 13.593 10.511 C 14.931 12.161 17.429 13.668 19.235 13.905 C 19.404 13.929 19.574 13.939 19.745 13.935 C 20.025 13.93 20.256 13.881 20.439 13.794 C 20.549 13.743 20.647 13.673 20.728 13.587 C 20.745 13.569 20.76 13.549 20.774 13.53 C 20.776 13.528 20.778 13.525 20.78 13.523 L 20.844 13.436 L 20.85 13.43 C 20.859 13.418 20.868 13.404 20.876 13.391 C 20.878 13.389 20.88 13.389 20.88 13.387 C 20.933 13.316 20.989 13.233 21.046 13.152 C 21.113 13.053 21.182 12.948 21.246 12.844 L 21.303 12.761 C 21.311 12.745 21.321 12.732 21.33 12.718 C 21.338 12.704 21.348 12.688 21.358 12.675 L 21.43 12.551 C 21.451 12.515 21.473 12.481 21.493 12.449 C 21.513 12.416 21.536 12.379 21.557 12.344 C 21.563 12.334 21.567 12.323 21.573 12.312 C 21.568 12.319 21.563 12.325 21.559 12.332 C 21.552 12.343 21.546 12.354 21.539 12.365 C 21.535 12.371 21.531 12.379 21.526 12.386 C 21.515 12.4 21.506 12.416 21.496 12.432 Z M 21.533 12.364 C 21.535 12.36 21.538 12.357 21.54 12.352 L 21.529 12.37 C 21.531 12.368 21.532 12.366 21.533 12.364 Z M 21.578 12.289 L 21.579 12.286 L 21.54 12.352 Z M 6.053 3.105 L 6.055 3.103 L 6.053 3.103 Z M 0.694 16.051 C 0.704 16.071 0.714 16.093 0.724 16.114 C 0.737 16.139 0.75 16.164 0.762 16.187 C 0.723 16.106 0.684 16.023 0.647 15.944 C 0.662 15.979 0.678 16.015 0.694 16.051 Z M 19.595 14.938 C 19.597 14.934 19.601 14.93 19.603 14.926 C 19.589 14.941 19.572 14.957 19.56 14.973 C 19.573 14.96 19.583 14.949 19.595 14.938 Z M 19.509 15.015 C 19.507 15.017 19.506 15.02 19.504 15.02 C 19.435 15.075 19.341 15.107 19.224 15.118 C 19.083 15.129 18.908 15.108 18.697 15.052 C 18.581 15.02 18.466 14.982 18.353 14.939 C 17.679 14.683 16.857 14.188 16.035 13.572 C 15.543 13.203 15.072 12.81 14.625 12.393 C 14.078 11.885 13.574 11.352 13.168 10.831 C 12.977 10.593 12.804 10.342 12.647 10.082 C 12.631 10.057 12.617 10.029 12.6 10.004 C 12.6 10.003 12.598 10.003 12.598 10.001 C 12.544 10.034 12.487 10.067 12.438 10.094 L 12.428 10.1 C 12.396 10.119 12.361 10.143 12.323 10.164 C 12.317 10.168 12.311 10.171 12.305 10.173 C 12.332 10.158 12.345 10.121 12.345 10.067 C 12.342 10 12.331 9.933 12.311 9.869 C 12.29 9.792 12.256 9.696 12.213 9.587 C 12.181 9.51 12.144 9.42 12.102 9.326 C 11.99 9.08 11.849 8.799 11.681 8.492 C 11.454 8.073 11.181 7.607 10.881 7.121 C 10.328 6.227 9.683 5.27 9.062 4.433 C 8.91 4.229 8.76 4.033 8.615 3.845 C 8.457 3.642 8.31 3.462 8.173 3.302 C 7.85 2.924 7.595 2.66 7.412 2.515 C 7.361 2.473 7.304 2.436 7.244 2.408 C 7.215 2.391 7.18 2.384 7.146 2.389 L 7.142 2.389 C 7.132 2.394 7.121 2.4 7.114 2.406 L 7.12 2.4 C 7.106 2.41 7.091 2.417 7.077 2.428 C 6.971 2.492 6.862 2.558 6.768 2.62 C 6.756 2.628 6.743 2.637 6.729 2.645 L 6.715 2.654 C 6.602 2.728 6.472 2.817 6.343 2.906 C 6.341 2.906 6.341 2.908 6.339 2.908 C 6.327 2.916 6.315 2.923 6.304 2.932 C 6.292 2.941 6.28 2.949 6.267 2.957 C 6.222 2.986 6.181 3.015 6.138 3.044 C 6.124 3.053 6.111 3.064 6.099 3.071 C 6.091 3.078 6.083 3.084 6.075 3.089 C 6.071 3.092 6.067 3.095 6.063 3.098 C 6.061 3.1 6.059 3.1 6.057 3.102 C 6.053 3.105 6.049 3.108 6.045 3.11 C 6.039 3.114 6.033 3.119 6.027 3.123 L 6.021 3.129 C 6.025 3.132 6.052 3.166 6.102 3.226 C 6.14 3.275 6.193 3.339 6.257 3.42 C 6.439 3.647 6.721 4.006 7.097 4.484 C 7.158 4.561 7.221 4.641 7.285 4.724 C 7.64 5.175 8.028 5.671 8.425 6.182 L 9.188 7.161 C 9.725 7.85 10.243 8.519 10.676 9.077 L 11.283 9.866 C 11.347 9.948 11.403 10.022 11.452 10.088 C 11.522 10.179 11.581 10.255 11.628 10.317 C 11.729 10.452 11.777 10.518 11.777 10.522 C 11.698 10.578 11.605 10.646 11.53 10.704 C 11.518 10.714 11.509 10.724 11.495 10.731 C 11.495 10.733 11.493 10.733 11.492 10.735 C 11.49 10.737 11.486 10.739 11.484 10.743 L 11.486 10.744 C 11.577 10.847 11.677 10.962 11.783 11.09 C 11.913 11.248 12.055 11.424 12.208 11.618 C 12.372 11.827 12.541 12.047 12.711 12.276 C 13.313 13.083 13.942 13.989 14.493 14.837 C 14.799 15.308 15.08 15.76 15.32 16.167 C 15.509 16.488 15.673 16.781 15.8 17.032 L 15.829 17.014 L 15.8 17.032 C 15.846 17.122 15.885 17.203 15.92 17.277 C 15.969 17.381 16.012 17.488 16.05 17.595 C 16.091 17.72 16.1 17.798 16.076 17.831 C 16.074 17.834 16.071 17.836 16.069 17.838 L 16.166 17.777 L 16.237 17.731 L 16.245 17.725 C 16.481 17.569 16.776 17.362 17.028 17.184 L 17.161 17.091 C 17.16 17.09 17.158 17.09 17.157 17.089 C 17.139 17.08 17.093 17.034 17.022 16.955 C 16.962 16.887 16.882 16.796 16.788 16.686 C 16.734 16.623 16.675 16.554 16.61 16.477 C 16.601 16.484 16.591 16.491 16.582 16.497 L 16.61 16.477 C 16.406 16.237 16.162 15.943 15.89 15.612 C 15.319 14.92 14.629 14.068 13.949 13.22 L 13.936 13.204 C 13.438 12.583 12.947 11.964 12.511 11.408 C 12.452 11.333 12.395 11.261 12.343 11.192 C 12.163 10.963 11.984 10.732 11.807 10.501 C 11.846 10.474 11.884 10.445 11.924 10.418 L 12.036 10.341 L 12.103 10.296 C 12.106 10.296 12.109 10.294 12.111 10.292 L 12.126 10.282 C 12.142 10.273 12.156 10.262 12.171 10.253 C 12.173 10.253 12.173 10.251 12.175 10.251 C 12.206 10.231 12.239 10.21 12.271 10.19 C 12.466 10.498 12.68 10.795 12.909 11.082 C 13.059 11.273 13.218 11.469 13.389 11.668 C 14.293 12.732 15.433 13.858 16.432 14.693 C 16.884 15.067 17.304 15.387 17.664 15.611 C 17.76 15.671 17.848 15.722 17.93 15.767 C 18.09 15.852 18.222 15.908 18.329 15.936 C 18.437 15.964 18.517 15.963 18.57 15.932 C 18.574 15.93 18.578 15.926 18.582 15.924 C 18.586 15.921 18.59 15.918 18.594 15.915 L 18.6 15.909 L 18.606 15.903 L 18.731 15.789 L 18.739 15.781 L 18.744 15.777 L 18.81 15.717 C 18.896 15.636 18.99 15.546 19.08 15.457 L 19.14 15.396 C 19.191 15.346 19.242 15.294 19.292 15.243 L 19.299 15.235 L 19.303 15.231 L 19.313 15.221 C 19.356 15.175 19.403 15.126 19.452 15.076 L 19.438 15.09 C 19.442 15.085 19.447 15.08 19.451 15.076 C 19.465 15.062 19.477 15.049 19.49 15.035 C 19.494 15.033 19.496 15.029 19.5 15.025 C 19.507 15.017 19.515 15.008 19.523 14.997 C 19.521 15.003 19.515 15.009 19.509 15.015 Z M 9.589 12.785 C 9.592 12.807 9.595 12.829 9.596 12.851 C 9.595 12.836 9.593 12.817 9.59 12.795 Z M 22.97 7.775 L 22.97 7.762 M 14.636 17.674 C 14.582 17.38 14.509 17.09 14.419 16.804 C 14.299 16.424 14.143 16.01 13.961 15.585 C 13.824 15.268 13.673 14.946 13.512 14.623 C 13.181 13.962 12.809 13.322 12.398 12.703 C 12.234 12.458 12.068 12.224 11.903 12.002 C 11.862 11.948 11.82 11.895 11.779 11.843 C 11.578 11.581 11.36 11.332 11.125 11.097 L 11.087 11.06 L 11.105 11.043 C 11.05 11.091 10.938 11.082 10.768 11.007 C 10.669 10.962 10.574 10.911 10.483 10.853 C 10.406 10.807 10.32 10.751 10.232 10.69 L 10.23 10.69 C 9.908 10.469 9.541 10.174 9.143 9.829 C 8.105 8.926 6.884 7.677 5.934 6.536 C 5.807 6.382 5.683 6.229 5.566 6.081 C 5.21 5.627 4.947 5.248 4.777 4.953 C 4.709 4.837 4.65 4.717 4.6 4.594 C 4.542 4.442 4.532 4.335 4.569 4.278 C 4.571 4.275 4.571 4.273 4.573 4.271 L 4.588 4.256 C 4.579 4.263 4.571 4.271 4.561 4.278 L 4.427 4.401 L 4.247 4.564 C 4.226 4.584 4.2 4.607 4.176 4.63 C 4.174 4.63 4.174 4.63 4.172 4.632 C 4.122 4.68 4.071 4.729 4.023 4.777 C 3.92 4.878 3.815 4.983 3.722 5.076 C 3.701 5.101 3.675 5.124 3.651 5.147 C 3.642 5.156 3.633 5.165 3.625 5.174 C 3.62 5.18 3.615 5.186 3.611 5.191 C 3.607 5.193 3.605 5.197 3.603 5.199 C 3.51 5.323 3.51 5.527 3.605 5.799 C 3.669 5.975 3.748 6.145 3.844 6.307 C 4.019 6.605 4.216 6.891 4.433 7.162 C 4.784 7.606 5.163 8.028 5.567 8.427 C 6.174 9.035 6.825 9.601 7.514 10.121 C 8.237 10.664 8.947 11.106 9.535 11.354 L 9.537 11.354 C 9.656 11.404 9.764 11.446 9.867 11.478 C 9.994 11.519 10.124 11.547 10.257 11.56 C 10.448 11.577 10.587 11.541 10.67 11.455 L 10.672 11.453 C 10.677 11.449 10.682 11.445 10.686 11.44 L 10.709 11.417 L 10.768 11.359 L 10.832 11.298 C 11.029 11.484 11.213 11.681 11.382 11.891 C 11.406 11.922 11.431 11.953 11.457 11.987 C 11.586 12.154 11.714 12.331 11.84 12.515 C 12.396 13.342 12.88 14.335 13.227 15.307 C 13.311 15.548 13.389 15.787 13.455 16.021 C 13.565 16.402 13.65 16.789 13.708 17.18 C 13.753 17.472 13.773 17.767 13.769 18.062 C 13.768 18.164 13.76 18.266 13.748 18.368 C 13.733 18.509 13.702 18.65 13.655 18.784 C 13.577 19.012 13.457 19.167 13.305 19.248 C 13.299 19.25 13.293 19.254 13.287 19.256 C 13.257 19.268 13.225 19.281 13.192 19.293 C 13.21 19.288 13.231 19.282 13.248 19.276 L 13.471 19.183 L 13.473 19.183 C 13.473 19.182 13.474 19.181 13.475 19.181 C 13.734 19.07 14.061 18.916 14.335 18.786 L 14.467 18.725 C 14.481 18.718 14.493 18.71 14.507 18.7 C 14.597 18.635 14.653 18.512 14.676 18.332 C 14.688 18.207 14.688 18.082 14.676 17.957 C 14.664 17.872 14.652 17.776 14.636 17.674 Z M 22.984 6.907 L 22.984 6.896 L 22.983 6.886 C 22.983 6.867 22.981 6.848 22.98 6.831 C 22.977 6.787 22.973 6.741 22.968 6.694 C 22.963 6.647 22.96 6.607 22.956 6.563 C 22.958 6.589 22.959 6.615 22.961 6.64 C 22.97 6.772 22.978 6.883 22.984 6.981 C 22.978 6.883 22.971 6.772 22.961 6.64 C 23.018 7.639 22.631 9.018 20.558 10.077 C 20.56 10.104 20.562 10.132 20.566 10.158 C 20.562 10.132 20.56 10.104 20.556 10.077 C 20.221 10.233 19.873 10.358 19.514 10.452 C 18.999 10.582 18.468 10.649 17.935 10.65 C 16.516 10.65 15.154 10.177 14.282 9.298 C 14.32 9.289 14.36 9.281 14.397 9.273 L 14.448 9.264 L 14.45 9.262 L 14.452 9.262 L 14.489 9.256 C 15.497 10.056 16.971 10.336 18.43 10.047 C 18.867 9.961 19.292 9.828 19.696 9.648 C 19.924 9.546 20.146 9.431 20.36 9.303 C 22.3 8.134 23.115 6.13 22.431 4.522 C 22.372 4.398 22.324 4.293 22.277 4.199 C 22.273 4.192 22.269 4.182 22.263 4.172 C 22.222 4.087 22.182 4.009 22.141 3.934 C 22.092 3.845 22.045 3.755 21.986 3.66 C 21.962 3.622 21.939 3.584 21.915 3.545 C 21.875 3.485 21.835 3.421 21.788 3.351 C 22.091 3.849 22.244 4.405 22.254 4.98 C 22.259 5.436 22.185 5.888 22.035 6.32 C 21.713 7.252 21.051 8.147 20.089 8.825 C 19.913 8.95 19.729 9.065 19.539 9.169 C 19.201 9.355 18.844 9.508 18.475 9.626 C 17.092 10.059 15.657 9.921 14.615 9.238 L 14.607 9.238 C 14.65 9.23 14.694 9.223 14.736 9.212 C 15.751 9.706 17.026 9.678 18.22 9.135 C 18.524 8.995 18.814 8.828 19.086 8.635 C 19.243 8.525 19.394 8.405 19.539 8.279 C 20.049 7.835 20.474 7.308 20.794 6.722 C 21.54 5.351 21.634 3.778 20.962 2.582 C 20.737 2.181 20.425 1.829 20.049 1.552 C 19.842 1.407 19.554 1.228 19.337 1.094 L 19.336 1.094 L 19.332 1.09 C 19.255 1.047 19.177 1.004 19.105 0.968 C 19.073 0.951 19.041 0.935 19.009 0.919 C 18.999 0.914 18.988 0.908 18.974 0.902 C 18.926 0.878 18.875 0.853 18.825 0.831 L 18.809 0.821 C 18.804 0.819 18.799 0.817 18.795 0.815 C 18.789 0.813 18.783 0.809 18.777 0.808 C 18.761 0.8 18.746 0.794 18.73 0.788 L 18.736 0.79 L 18.73 0.788 C 18.719 0.782 18.708 0.777 18.696 0.771 L 18.66 0.755 L 18.654 0.752 C 18.627 0.741 18.601 0.73 18.574 0.719 C 18.633 0.744 18.691 0.769 18.748 0.795 L 18.861 0.851 C 19.181 1.022 19.467 1.247 19.705 1.515 C 19.756 1.57 19.804 1.626 19.85 1.684 C 20.871 2.989 20.878 4.982 19.999 6.65 C 19.743 7.137 19.415 7.587 19.026 7.984 L 19.024 7.984 L 19.022 7.986 C 18.898 8.114 18.766 8.235 18.627 8.349 C 18.399 8.54 18.153 8.71 17.892 8.856 C 16.86 9.438 15.735 9.557 14.782 9.202 C 15.142 9.102 15.479 8.884 15.765 8.539 C 15.885 8.398 15.989 8.246 16.079 8.086 C 16.146 7.966 16.207 7.844 16.263 7.719 C 16.257 7.719 16.251 7.721 16.245 7.721 C 16.251 7.719 16.257 7.719 16.263 7.717 C 16.397 7.405 16.496 7.081 16.561 6.75 C 16.64 6.352 16.682 5.948 16.686 5.544 C 16.689 5.274 16.677 5.006 16.651 4.738 C 16.55 3.678 16.226 2.615 15.71 1.761 C 15.604 1.584 15.487 1.413 15.359 1.251 C 15.317 1.198 15.275 1.146 15.232 1.095 C 14.991 0.815 14.738 0.594 14.479 0.432 C 14.157 0.228 13.827 0.118 13.505 0.098 C 13.423 0.093 13.34 0.095 13.258 0.102 C 13.232 0.104 13.206 0.108 13.18 0.11 L 12.632 0.198 L 12.616 0.202 L 12.584 0.208 L 12.55 0.214 C 12.342 0.257 12.088 0.316 11.882 0.362 C 11.974 0.346 12.068 0.34 12.162 0.344 C 12.461 0.358 12.781 0.474 13.105 0.696 C 13.334 0.852 13.565 1.061 13.791 1.321 C 13.848 1.385 13.904 1.453 13.959 1.526 C 14.042 1.628 14.121 1.74 14.198 1.852 C 14.811 2.755 15.248 3.914 15.453 5.06 C 15.5 5.319 15.534 5.577 15.554 5.832 C 15.587 6.21 15.589 6.59 15.56 6.968 C 15.538 7.279 15.484 7.586 15.4 7.887 L 15.4 7.889 C 15.366 8.009 15.325 8.128 15.277 8.244 C 15.216 8.396 15.14 8.543 15.05 8.681 C 14.829 9.017 14.549 9.227 14.236 9.31 L 14.23 9.312 C 14.224 9.314 14.22 9.314 14.214 9.316 C 14.182 9.324 14.147 9.333 14.11 9.344 C 14.109 9.345 14.107 9.346 14.106 9.346 C 14.799 10.154 15.872 10.707 17.057 10.948 C 17.688 11.076 18.336 11.113 18.978 11.059 C 19.521 11.012 20.054 10.893 20.563 10.705 C 22 10.125 22.785 9.261 22.966 8.064 L 22.972 8.023 C 22.972 8.018 22.972 8.012 22.974 8.006 C 22.976 7.942 22.98 7.876 22.982 7.807 C 22.982 7.787 22.984 7.769 22.984 7.752 L 22.984 7.739 C 22.988 7.624 22.992 7.53 22.994 7.445 C 22.992 7.531 22.989 7.626 22.985 7.738 C 22.991 7.628 22.996 7.522 22.998 7.427 C 23.004 7.27 22.994 7.073 22.984 6.907 Z M 18.538 0.703 C 18.549 0.707 18.561 0.712 18.572 0.717 C 18.561 0.712 18.551 0.707 18.54 0.703 Z M 22.955 6.561 L 22.955 6.563 M 18.686 0.765 C 18.689 0.766 18.691 0.767 18.694 0.768 L 18.696 0.769 Z M 12.536 15.664 C 12.315 14.56 11.882 13.444 11.293 12.557 C 11.203 12.421 11.108 12.288 11.007 12.159 C 11.002 12.16 10.997 12.162 10.993 12.163 L 10.979 12.167 L 11.007 12.159 C 10.957 12.096 10.907 12.035 10.858 11.977 C 10.755 11.856 10.646 11.742 10.531 11.633 L 10.477 11.692 L 10.472 11.698 C 10.469 11.701 10.466 11.704 10.463 11.707 L 10.459 11.712 L 10.451 11.721 L 10.446 11.726 L 10.444 11.729 C 10.413 11.767 10.378 11.808 10.344 11.848 C 10.408 11.912 10.47 11.979 10.533 12.052 C 10.583 12.109 10.632 12.169 10.68 12.23 L 10.708 12.225 L 10.699 12.227 L 10.681 12.23 C 10.791 12.37 10.892 12.515 10.987 12.665 C 11.54 13.542 11.894 14.644 12.014 15.747 C 12.041 15.994 12.057 16.24 12.06 16.483 C 12.066 16.895 12.034 17.306 11.963 17.71 C 11.907 18.041 11.815 18.365 11.692 18.678 L 11.726 18.672 L 11.691 18.679 C 11.642 18.799 11.587 18.917 11.526 19.032 C 11.436 19.204 11.328 19.367 11.205 19.519 C 10.922 19.861 10.588 20.077 10.229 20.162 L 10.194 20.168 C 10.13 20.179 10.064 20.188 10.003 20.2 C 10.039 20.197 10.077 20.192 10.114 20.186 L 10.118 20.186 L 10.398 20.138 L 10.419 20.133 L 10.429 20.131 L 10.447 20.128 C 10.481 20.121 10.516 20.114 10.552 20.107 C 10.649 20.089 10.745 20.07 10.84 20.05 C 10.955 20.025 11.072 19.998 11.177 19.971 L 11.244 19.952 L 11.364 19.919 L 11.391 19.912 L 11.522 19.877 L 11.562 19.864 L 11.569 19.861 C 11.823 19.765 12.048 19.575 12.229 19.29 C 12.321 19.142 12.396 18.985 12.455 18.822 C 12.493 18.72 12.527 18.609 12.556 18.492 L 12.521 18.501 L 12.556 18.492 C 12.631 18.187 12.676 17.877 12.691 17.563 C 12.71 17.164 12.695 16.765 12.647 16.368 C 12.62 16.136 12.583 15.9 12.536 15.664 Z M 21.654 3.151 C 21.707 3.23 21.755 3.301 21.798 3.366 C 21.753 3.292 21.705 3.221 21.654 3.151 Z M 22.048 10.832 C 21.656 11.208 21.099 11.502 20.392 11.671 L 20.388 11.683 L 20.391 11.671 C 19.498 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9.622 12.973 L 9.622 12.976 C 9.442 13.32 9.139 13.613 8.718 13.831 C 8.408 13.99 8.034 14.109 7.602 14.175 L 7.6 14.175 C 6.329 14.37 4.834 14.075 3.547 13.46 C 2.938 13.171 2.377 12.807 1.909 12.39 C 1.682 12.191 1.475 11.972 1.29 11.737 C 0.677 10.956 0.499 10.183 0.703 9.548 C 0.707 9.539 0.709 9.527 0.713 9.517 C 0.713 9.515 0.715 9.513 0.715 9.511 C 0.715 9.509 0.717 9.507 0.717 9.505 C 0.731 9.469 0.744 9.434 0.761 9.399 C 0.749 9.423 0.739 9.451 0.727 9.476 C 0.706 9.53 0.682 9.585 0.66 9.637 C 0.658 9.641 0.658 9.645 0.656 9.649 C 0.654 9.653 0.652 9.656 0.652 9.66 C 0.634 9.709 0.615 9.758 0.595 9.808 C 0.579 9.849 0.564 9.891 0.548 9.936 C 0.536 9.972 0.523 10.008 0.51 10.041 C 0.447 10.216 0.376 10.445 0.323 10.633 C 0.319 10.653 0.314 10.672 0.31 10.689 C 0.308 10.693 0.308 10.699 0.306 10.703 L 0.306 10.71 C 0.304 10.71 0.304 10.711 0.304 10.713 C 0.012 12.1 1.016 13.426 2.559 14.24 C 3.221 14.586 3.937 14.826 4.68 14.952 C 5.546 15.1 6.461 15.097 7.348 14.899 L 7.35 14.899 C 8.312 14.647 8.862 14.223 9.182 13.833 C 9.38 13.589 9.528 13.312 9.619 13.016 C 9.607 13.366 9.51 13.851 9.162 14.358 C 8.813 14.865 8.214 15.397 7.198 15.838 L 7.196 15.838 C 6.112 16.231 4.939 16.339 3.797 16.152 C 1.751 15.81 0.123 14.519 0.01 12.769 C 0.008 12.739 0.008 12.705 0.006 12.672 L 0.006 12.708 C 0.006 12.718 0.004 12.728 0.004 12.738 L 0.004 12.755 C 0.002 12.78 0.002 12.805 0.002 12.83 L 0 12.907 C 0 12.918 0.002 12.927 0.002 12.937 C 0 12.976 0 13.015 0 13.054 C 0.002 13.115 0.004 13.18 0.008 13.244 C 0.01 13.262 0.01 13.28 0.01 13.298 C 0.012 13.321 0.012 13.343 0.014 13.364 L 0.014 13.392 C 0.014 13.405 0.014 13.419 0.016 13.433 L 0.016 13.445 C 0.018 13.468 0.018 13.49 0.02 13.513 C 0.022 13.536 0.024 13.562 0.026 13.588 L 0.026 13.592 C 0.028 13.607 0.03 13.622 0.03 13.637 L 0.036 13.69 C 0.038 13.707 0.04 13.727 0.042 13.744 C 0.044 13.761 0.046 13.783 0.048 13.802 C 0.049 13.805 0.05 13.809 0.05 13.812 C 0.052 13.836 0.056 13.859 0.058 13.882 C 0.06 13.9 0.062 13.918 0.066 13.936 L 0.066 13.945 L 0.072 13.99 C 0.072 13.998 0.074 14.004 0.074 14.01 L 0.074 14.016 L 0.082 14.065 L 0.082 14.069 C 0.082 14.072 0.084 14.074 0.084 14.076 C 0.156 14.55 0.355 15.012 0.687 15.438 C 1.535 16.519 3.045 17.092 4.623 17.068 Z M 15.362 0.01 L 15.405 0.015 C 15.759 0.058 16.107 0.186 16.437 0.398 C 16.746 0.601 17.016 0.853 17.238 1.142 C 17.269 1.181 17.299 1.223 17.329 1.264 C 17.489 1.485 17.627 1.719 17.742 1.963 C 18.059 2.633 18.24 3.406 18.273 4.197 C 18.287 4.514 18.279 4.832 18.247 5.149 C 18.2 5.636 18.094 6.117 17.934 6.582 C 17.804 6.956 17.63 7.314 17.417 7.651 C 17.337 7.781 17.248 7.906 17.153 8.026 C 17.018 8.197 16.869 8.356 16.707 8.502 C 16.153 8.993 15.522 9.236 14.895 9.223 L 14.87 9.219 L 14.895 9.223 L 14.864 9.223 C 14.876 9.223 14.889 9.223 14.902 9.225 C 15.686 9.357 16.528 9.144 17.275 8.592 C 17.476 8.444 17.663 8.278 17.834 8.098 C 17.944 7.982 18.048 7.859 18.154 7.728 L 18.156 7.728 L 18.156 7.726 C 18.434 7.364 18.665 6.971 18.847 6.557 C 19.079 6.022 19.231 5.46 19.299 4.885 C 19.433 3.803 19.27 2.71 18.8 1.829 C 18.694 1.631 18.572 1.442 18.434 1.263 C 18.257 1.036 18.051 0.833 17.819 0.658 C 17.488 0.41 17.102 0.238 16.691 0.157 C 16.685 0.155 16.677 0.153 16.67 0.151 L 16.553 0.134 C 16.457 0.118 16.362 0.1 16.267 0.087 C 16.22 0.081 16.174 0.075 16.132 0.07 L 16.061 0.064 C 15.931 0.049 15.802 0.037 15.671 0.025 C 15.649 0.023 15.624 0.023 15.602 0.021 C 15.565 0.017 15.529 0.015 15.491 0.013 C 15.483 0.013 15.473 0.011 15.464 0.011 L 15.443 0.011 L 15.341 0.006 C 15.312 0.004 15.283 0.004 15.25 0.002 C 15.201 0.002 15.148 0 15.098 0 L 15.238 0.006 Z" fill="rgb(255, 255, 255)" height="17.06855317039906px" id="FAefu0jmr" width="19.344351580359152px"/></g></g></svg>)
© ‒ 002.
Systems That Actually Ship
Our work focuses on production-ready AI tools that integrate with existing infrastructure and workflows.
© ‒ 002.
Systems That Actually Ship
Our work focuses on production-ready AI tools that integrate with existing infrastructure and workflows.
© ‒ 002.
Systems That Actually Ship
Production-ready AI tools built for existing systems and workflows.
© ‒ 002.
Systems That Actually Ship
Production-ready AI tools built for existing systems and workflows.
© ‒ 003.
Deep Technical Ownership
From architecture to deployment, our team builds and operates the systems we design.
© ‒ 003.
Deep Technical Ownership
From architecture to deployment, our team builds and operates the systems we design.
© ‒ 003.
Deep Technical Ownership
We build and operate every system we design.
© ‒ 004.
Real Business Impact
Every system is built to improve measurable outcomes — operational speed, reliability, and decision quality.
© ‒ 004.
Real Business Impact
Every system is built to improve measurable outcomes — operational speed, reliability, and decision quality.
© ‒ 005.
Clear Collaboration
Transparent communication, defined milestones, and full visibility across every stage of the project.
© ‒ 005.
Clear Collaboration
Transparent communication, defined milestones, and full visibility across every stage of the project.
© ‒ 005.
Clear Collaboration
Transparent communication and full visibility at every stage.
© ‒ 005.
Clear Collaboration
Transparent communication and full visibility at every stage.
(qtf® — 08)
OUR JOURNEY
Engineering systems that turn
complex work into automation
Engineering systems
that turn complex work into automation
From early automation tools to building
production AI systems used by growing companies.
2019 — 2020
Marketing Roots
Started in performance marketing and growth for startups across industries.
2020 — 2022
Founding ElevatedHealth
Built a telehealth platform from scratch — and automated its operations end to end.
2022 — 2024
Consulting & AI Projects
Helped 100+ clients with growth strategy, financial modeling, and AI implementation.
2024 — Present
AI Automation Consultancy
Today we build AI automation for growing companies — plus executive search.
2019 — 2020
Marketing Roots
We started as a small engineering team focused on automation and internal tools.
2020 — 2022
Founding ElevatedHealth
Built a telehealth platform from scratch — and automated its operations end to end.
2022 — 2024
Consulting & AI Projects
Helped 100+ clients with growth strategy, financial modeling, and AI implementation.
2024 — Present
AI Automation Consultancy
Today we design production AI systems used across multiple industries.
2019 — 2020
Small Team Beginnings
We started as a small engineering team focused on automation and internal tools.
2020 — 2022
First AI Projects
Built a telehealth platform from scratch — and automated its operations end to end.
2022 — 2024
Systems Expansion
Helped 100+ clients with growth strategy, financial modeling, and AI implementation.
2024 — Present
Operational AI Studio
Today we design production AI systems used across multiple industries.
2019 — 2020
Marketing Roots
We started as a small team focused on automation and internal tools.
2020 — 2022
Founding ElevatedHealth
Built a telehealth platform from scratch — and automated its operations end to end.
2022 — 2024
Consulting & AI Projects
Our work expanded into full AI systems and operational infrastructure.
2024 — Present
AI Automation Consultancy
Today we design production AI systems used across multiple industries.
2019 — 2020
Marketing Roots
We started as a small team focused on automation and internal tools.
2020 — 2022
Founding ElevatedHealth
Built a telehealth platform from scratch — and automated its operations end to end.
2022 — 2024
Consulting & AI Projects
Our work expanded into full AI systems and operational infrastructure.
2024 — Present
AI Automation Consultancy
Today we design production AI systems used across multiple industries.
(qtf® — 10)
ENGAGEMENT MODELS
Access plans
Access plans
Access plans
Flexible engagement models for teams
exploring or scaling AI systems.
Campaign setup used to take our team most of a week. Now creators are matched, briefed, and live before our old process would have cleared legal.
Maya Lindqvist
Head of Growth, Swipeminds Ltd
We had automated pieces of this before and it never stuck. This time the system matched how our teams actually hand work to each other, so people stopped working around it.
Maya Lindqvist
Head of Growth, Swipeminds Ltd
© ‒ 001.
AI Automation Setup
A one-time engagement — we design and deploy AI automation for your highest-impact workflows, done for you.
from
$
Timeframe:
Per project — typically delivered in 2-3 weeks
What’s included:
Workflow audit and automation plan
Build-out of one core automation system
Integrations with your existing tools
Team training and handoff
30 days of post-launch support
© ‒ 001.
AI Automation Setup
We analyze your systems, workflows, and data landscape to identify high-impact AI opportunities and define the technical direction.
from
$
Timeframe:
Per project — typically delivered in 2-3 weeks
What’s included:
Workflow audit and automation plan
Build-out of one core automation system
Integrations with your existing tools
Team training and handoff
30 days of post-launch support
© ‒ 001.
AI Automation Setup
We analyze your systems, workflows, and data to identify high-impact AI opportunities.
from
$
Timeframe:
2–3 weeks
What’s included:
Process Workflow Analysis
AI Opportunity Identification
Data Structure Review
System Architecture Definition
Pipeline Infrastructure Design
© ‒ 001.
AI Automation Setup
We analyze your systems, workflows, and data landscape to identify high-impact AI opportunities.
from
$
Timeframe:
Per project — typically delivered in 2-3 weeks
What’s included:
Analysis of existing processes and manual operations
Build-out of one core automation system
Integrations with your existing tools
Team training and handoff
30 days of post-launch support
© ‒ 001.
AI Automation Setup
We analyze your systems, workflows, and data landscape to identify high-impact AI opportunities
from
$
Timeframe:
Per project — typically delivered in 2-3 weeks
What’s included:
Analysis of existing processes
Identification of high-impact AI
Review of data structure
Definition of AI system architecture
Design of data pipelines
© ‒ 002.
AI Consulting & Build-Out
Full AI consulting plus build-out of every system your operation needs — from strategy through deployed automation.
from
$
Timeframe:
Per project — typically delivered in 4-8 weeks
What’s included:
End-to-end workflow and systems audit
AI strategy and system architecture
Build-out of all core automations
EHR, CRM, and tool integrations
Team training, docs, and support
© ‒ 002.
AI Consulting & Build-Out
Designing the architecture, data pipelines, and technical foundation required to deploy AI systems in production.
from
$
Timeframe:
Per project — typically delivered in 4-8 weeks
What’s included:
End-to-end workflow and systems audit
AI strategy and system architecture
Build-out of all core automations
EHR, CRM, and tool integrations
Team training, docs, and support
© ‒ 002.
AI Consulting & Build-Out
Designing the architecture and technical foundation required to deploy AI systems.
from
$
Timeframe:
3–5 weeks
What’s included:
Process Workflow Analysis
AI Opportunity Identification
Data Structure Review
System Architecture Definition
Pipeline Infrastructure Design
© ‒ 002.
AI Consulting & Build-Out
Designing the architecture, data pipelines, and technical foundation required to deploy AI systems in production.
from
$
Timeframe:
Per project — typically delivered in 4-8 weeks
What’s included:
Analysis of existing processes and manual operations across
AI strategy and system architecture
Build-out of all core automations
EHR, CRM, and tool integrations
Team training, docs, and support
© ‒ 002.
AI Consulting & Build-Out
Designing the architecture and data pipelines required to deploy AI systems
from
$
Timeframe:
Per project — typically delivered in 4-8 weeks
What’s included:
Analysis of existing processes
Identification of high-impact AI
Review of data structure
Definition of AI system architecture
Design of data pipelines
© ‒ 003.
Flagship Transformation
Our highest-touch engagement — a complete operational transformation with Konrad embedded as your AI lead.
from
$
Timeframe:
Per project — typically delivered in 8-12+ weeks
What’s included:
Everything in AI Consulting & Build-Out
Custom AI systems and dashboards
Executive search for key hires
Weekly strategy sessions with Konrad
90 days of post-launch optimization
© ‒ 003.
Flagship Transformation
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per project — typically delivered in 8-12+ weeks
What’s included:
Everything in AI Consulting & Build-Out
Custom AI systems and dashboards
Executive search for key hires
Weekly strategy sessions with Konrad
90 days of post-launch optimization
© ‒ 003.
Flagship Transformation
Building, integrating, and deploying AI systems directly into your existing tools and workflows.
from
$
Timeframe:
4–8 weeks
What’s included:
Process Workflow Analysis
AI Opportunity Identification
Data Structure Review
System Architecture Definition
Pipeline Infrastructure Design
© ‒ 003.
Flagship Transformation
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per project — typically delivered in 8-12+ weeks
What’s included:
Analysis of existing processes and manual operations
Custom AI systems and dashboards
Executive search for key hires
Weekly strategy sessions with Konrad
90 days of post-launch optimization
© ‒ 003.
Flagship Transformation
Building, integrating, and deploying AI systems directly into your existing tools.
from
$
Timeframe:
Per project — typically delivered in 8-12+ weeks
What’s included:
Analysis of existing processes
Identification of high-impact AI
Review of data structure
Definition of AI system architecture
Design of data pipelines
® - 004.
Consulting Retainer
Ongoing strategic consulting — growth, automation, and operations guidance on call every month.
from
$
Timeframe:
Per month — cancel anytime
What’s included:
Weekly or bi-weekly strategy calls
Priority async access to Konrad
Ongoing automation improvements
Metrics review and optimization
Vendor, tooling, and hiring guidance
® - 004.
Consulting Retainer
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per month — cancel anytime
What’s included:
Weekly or bi-weekly strategy calls
Priority async access to Konrad
Ongoing automation improvements
Metrics review and optimization
Vendor, tooling, and hiring guidance
® - 004.
Consulting Retainer
Building, integrating, and deploying AI systems directly into your existing tools and workflows.
from
$
Timeframe:
4–8 weeks
What’s included:
Process Workflow Analysis
AI Opportunity Identification
Data Structure Review
System Architecture Definition
Pipeline Infrastructure Design
® - 004.
Consulting Retainer
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per month — cancel anytime
What’s included:
Analysis of existing processes and manual operations
Priority async access to Konrad
Ongoing automation improvements
Metrics review and optimization
Vendor, tooling, and hiring guidance
® - 004.
Consulting Retainer
Building, integrating, and deploying AI systems directly into your existing tools.
from
$
Timeframe:
Per month — cancel anytime
What’s included:
Analysis of existing processes
Identification of high-impact AI
Review of data structure
Definition of AI system architecture
Design of data pipelines
® - 005.
Google Ads Management
Done-for-you Google PPC — campaigns built, optimized, and scaled for profitable customer acquisition.
from
$
Timeframe:
Per month — 3-month minimum
What’s included:
Campaign strategy and build-out
Ad copy and creative testing
Conversion tracking setup
Weekly bid and budget optimization
Monthly performance reporting
® - 005.
Google Ads Management
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per month — 3-month minimum
What’s included:
Campaign strategy and build-out
Ad copy and creative testing
Conversion tracking setup
Weekly bid and budget optimization
Monthly performance reporting
® - 005.
Google Ads Management
Building, integrating, and deploying AI systems directly into your existing tools and workflows.
from
$
Timeframe:
4–8 weeks
What’s included:
Process Workflow Analysis
AI Opportunity Identification
Data Structure Review
System Architecture Definition
Pipeline Infrastructure Design
® - 005.
Google Ads Management
Building, integrating, and deploying AI systems directly into your existing tools, workflows, and operations.
from
$
Timeframe:
Per month — 3-month minimum
What’s included:
Analysis of existing processes and manual operations
Ad copy and creative testing
Conversion tracking setup
Weekly bid and budget optimization
Monthly performance reporting
® - 005.
Google Ads Management
Building, integrating, and deploying AI systems directly into your existing tools.
from
$
Timeframe:
Per month — 3-month minimum
What’s included:
Analysis of existing processes
Identification of high-impact AI
Review of data structure
Definition of AI system architecture
Design of data pipelines
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12.001 2.172 C 11.969 2.128 11.936 2.088 11.904 2.049 C 11.703 1.797 11.477 1.564 11.23 1.354 C 10.918 1.097 10.631 0.953 10.379 0.92 C 10.299 0.91 10.219 0.912 10.14 0.925 L 10.134 0.925 C 10.067 0.95 10.003 0.976 9.938 0.999 C 9.948 0.994 9.958 0.988 9.97 0.982 C 9.978 0.978 9.988 0.974 9.996 0.971 L 9.97 0.98 C 9.85 1.027 9.733 1.074 9.621 1.121 L 9.555 1.147 C 9.553 1.147 9.553 1.147 9.553 1.149 L 9.547 1.149 C 9.324 1.246 9.032 1.384 8.808 1.486 C 8.844 1.47 8.882 1.46 8.922 1.458 C 8.993 1.453 9.065 1.463 9.132 1.486 C 9.345 1.55 9.607 1.728 9.905 2.018 C 10.115 2.219 10.342 2.475 10.586 2.784 C 10.6 2.801 10.613 2.822 10.627 2.839 C 10.781 3.038 10.932 3.25 11.082 3.471 C 11.586 4.23 12.029 5.025 12.406 5.849 C 12.522 6.103 12.631 6.358 12.73 6.608 C 12.891 7.007 13.03 7.414 13.146 7.828 C 13.228 8.118 13.29 8.414 13.33 8.712 C 13.344 8.823 13.351 8.925 13.357 9.02 C 13.362 9.14 13.356 9.258 13.339 9.376 C 13.305 9.602 13.219 9.746 13.092 9.807 C 13.092 9.809 13.09 9.809 13.088 9.809 C 13.082 9.813 13.076 9.816 13.07 9.819 C 13.201 10.057 13.354 10.285 13.524 10.499 C 13.545 10.529 13.571 10.558 13.593 10.586 C 14.931 12.248 17.429 13.765 19.235 14.004 C 19.404 14.028 19.574 14.038 19.745 14.034 C 20.025 14.029 20.256 13.98 20.439 13.892 C 20.549 13.841 20.647 13.77 20.728 13.683 C 20.745 13.665 20.76 13.646 20.774 13.627 C 20.776 13.625 20.778 13.621 20.78 13.619 L 20.844 13.531 L 20.85 13.526 C 20.859 13.513 20.868 13.5 20.876 13.486 C 20.878 13.484 20.88 13.484 20.88 13.482 C 20.933 13.41 20.989 13.328 21.046 13.246 C 21.113 13.146 21.182 13.04 21.246 12.935 L 21.303 12.852 C 21.311 12.836 21.321 12.823 21.33 12.808 C 21.338 12.795 21.348 12.778 21.358 12.765 L 21.43 12.64 C 21.451 12.604 21.473 12.57 21.493 12.537 C 21.513 12.504 21.536 12.467 21.557 12.431 C 21.563 12.422 21.567 12.411 21.573 12.4 C 21.568 12.406 21.563 12.413 21.559 12.42 C 21.552 12.43 21.546 12.442 21.539 12.452 C 21.535 12.459 21.531 12.467 21.526 12.474 C 21.515 12.488 21.506 12.504 21.496 12.521 Z M 21.533 12.452 C 21.535 12.448 21.538 12.445 21.54 12.44 L 21.529 12.458 C 21.531 12.456 21.532 12.454 21.533 12.452 Z M 21.578 12.376 L 21.579 12.373 L 21.54 12.44 Z M 6.053 3.127 L 6.055 3.125 L 6.053 3.125 Z M 0.694 16.165 C 0.704 16.185 0.714 16.207 0.724 16.229 C 0.737 16.254 0.75 16.279 0.762 16.302 C 0.723 16.221 0.684 16.137 0.647 16.057 C 0.662 16.093 0.678 16.129 0.694 16.165 Z M 19.595 15.044 C 19.597 15.04 19.601 15.036 19.603 15.032 C 19.589 15.048 19.572 15.063 19.56 15.079 C 19.573 15.067 19.583 15.055 19.595 15.044 Z M 19.509 15.122 C 19.507 15.124 19.506 15.127 19.504 15.127 C 19.435 15.182 19.341 15.215 19.224 15.225 C 19.083 15.237 18.908 15.216 18.697 15.159 C 18.581 15.127 18.466 15.089 18.353 15.045 C 17.679 14.788 16.857 14.289 16.035 13.668 C 15.543 13.297 15.072 12.901 14.625 12.481 C 14.078 11.97 13.574 11.432 13.168 10.908 C 12.977 10.668 12.804 10.415 12.647 10.154 C 12.631 10.129 12.617 10.101 12.6 10.076 C 12.6 10.074 12.598 10.074 12.598 10.072 C 12.544 10.105 12.487 10.138 12.438 10.166 L 12.428 10.172 C 12.396 10.191 12.361 10.215 12.323 10.236 C 12.317 10.24 12.311 10.243 12.305 10.246 C 12.332 10.23 12.345 10.193 12.345 10.138 C 12.342 10.071 12.331 10.003 12.311 9.939 C 12.29 9.861 12.256 9.765 12.213 9.655 C 12.181 9.577 12.144 9.487 12.102 9.392 C 11.99 9.145 11.849 8.862 11.681 8.552 C 11.454 8.13 11.181 7.661 10.881 7.171 C 10.328 6.271 9.683 5.308 9.062 4.464 C 8.91 4.259 8.76 4.062 8.615 3.872 C 8.457 3.668 8.31 3.486 8.173 3.326 C 7.85 2.945 7.595 2.679 7.412 2.533 C 7.361 2.49 7.304 2.454 7.244 2.425 C 7.215 2.408 7.18 2.401 7.146 2.406 L 7.142 2.406 C 7.132 2.411 7.121 2.417 7.114 2.423 L 7.12 2.417 C 7.106 2.427 7.091 2.434 7.077 2.445 C 6.971 2.509 6.862 2.576 6.768 2.638 C 6.756 2.647 6.743 2.656 6.729 2.663 L 6.715 2.673 C 6.602 2.747 6.472 2.837 6.343 2.927 C 6.341 2.927 6.341 2.929 6.339 2.929 C 6.327 2.936 6.315 2.944 6.304 2.953 C 6.292 2.961 6.28 2.97 6.267 2.978 C 6.222 3.008 6.181 3.036 6.138 3.065 C 6.124 3.075 6.111 3.085 6.099 3.093 C 6.091 3.1 6.083 3.106 6.075 3.11 C 6.071 3.114 6.067 3.117 6.063 3.12 C 6.061 3.122 6.059 3.122 6.057 3.124 C 6.053 3.127 6.049 3.13 6.045 3.132 C 6.039 3.136 6.033 3.141 6.027 3.145 L 6.021 3.151 C 6.025 3.155 6.052 3.188 6.102 3.249 C 6.14 3.298 6.193 3.362 6.257 3.444 C 6.439 3.673 6.721 4.035 7.097 4.515 C 7.158 4.593 7.221 4.674 7.285 4.758 C 7.64 5.212 8.028 5.712 8.425 6.226 L 9.188 7.212 C 9.725 7.906 10.243 8.579 10.676 9.142 L 11.283 9.936 C 11.347 10.019 11.403 10.093 11.452 10.159 C 11.522 10.252 11.581 10.328 11.628 10.39 C 11.729 10.527 11.777 10.593 11.777 10.597 C 11.698 10.654 11.605 10.722 11.53 10.781 C 11.518 10.79 11.509 10.801 11.495 10.807 C 11.495 10.809 11.493 10.809 11.492 10.811 C 11.49 10.813 11.486 10.815 11.484 10.819 L 11.486 10.821 C 11.577 10.924 11.677 11.04 11.783 11.169 C 11.913 11.328 12.055 11.506 12.208 11.701 C 12.372 11.911 12.541 12.133 12.711 12.363 C 13.313 13.176 13.942 14.089 14.493 14.942 C 14.799 15.417 15.08 15.872 15.32 16.282 C 15.509 16.605 15.673 16.9 15.8 17.153 L 15.829 17.135 L 15.8 17.153 C 15.846 17.244 15.885 17.325 15.92 17.4 C 15.969 17.504 16.012 17.612 16.05 17.721 C 16.091 17.846 16.1 17.925 16.076 17.958 C 16.074 17.961 16.071 17.963 16.069 17.965 L 16.166 17.903 L 16.237 17.857 L 16.245 17.851 C 16.481 17.694 16.776 17.485 17.028 17.306 L 17.161 17.213 C 17.16 17.212 17.158 17.212 17.157 17.211 C 17.139 17.201 17.093 17.155 17.022 17.075 C 16.962 17.007 16.882 16.916 16.788 16.805 C 16.734 16.742 16.675 16.671 16.61 16.595 C 16.601 16.601 16.591 16.608 16.582 16.615 L 16.61 16.595 C 16.406 16.352 16.162 16.056 15.89 15.723 C 15.319 15.026 14.629 14.168 13.949 13.314 L 13.936 13.298 C 13.438 12.673 12.947 12.049 12.511 11.489 C 12.452 11.413 12.395 11.341 12.343 11.272 C 12.163 11.041 11.984 10.809 11.807 10.576 C 11.846 10.549 11.884 10.519 11.924 10.492 L 12.036 10.414 L 12.103 10.369 C 12.106 10.369 12.109 10.367 12.111 10.365 L 12.126 10.355 C 12.142 10.346 12.156 10.335 12.171 10.326 C 12.173 10.326 12.173 10.324 12.175 10.324 C 12.206 10.304 12.239 10.282 12.271 10.262 C 12.466 10.573 12.68 10.872 12.909 11.16 C 13.059 11.354 13.218 11.551 13.389 11.751 C 14.293 12.823 15.433 13.957 16.432 14.797 C 16.884 15.174 17.304 15.496 17.664 15.722 C 17.76 15.783 17.848 15.834 17.93 15.879 C 18.09 15.965 18.222 16.021 18.329 16.049 C 18.437 16.077 18.517 16.076 18.57 16.045 C 18.574 16.044 18.578 16.04 18.582 16.038 C 18.586 16.034 18.59 16.031 18.594 16.028 L 18.6 16.022 L 18.606 16.017 L 18.731 15.901 L 18.739 15.894 L 18.744 15.89 L 18.81 15.829 C 18.896 15.747 18.99 15.657 19.08 15.567 L 19.14 15.506 C 19.191 15.455 19.242 15.403 19.292 15.351 L 19.299 15.343 L 19.303 15.34 L 19.313 15.329 C 19.356 15.283 19.403 15.234 19.452 15.183 L 19.438 15.197 C 19.442 15.192 19.447 15.188 19.451 15.183 C 19.465 15.169 19.477 15.156 19.49 15.142 C 19.494 15.14 19.496 15.136 19.5 15.132 C 19.507 15.124 19.515 15.115 19.523 15.104 C 19.521 15.11 19.515 15.116 19.509 15.122 Z M 9.589 12.876 C 9.592 12.898 9.595 12.92 9.596 12.942 C 9.595 12.927 9.593 12.909 9.59 12.886 Z M 22.97 7.83 L 22.97 7.817 M 14.636 17.8 C 14.582 17.504 14.509 17.211 14.419 16.924 C 14.299 16.541 14.143 16.124 13.961 15.696 C 13.824 15.376 13.673 15.052 13.512 14.727 C 13.181 14.062 12.809 13.417 12.398 12.793 C 12.234 12.546 12.068 12.311 11.903 12.088 C 11.862 12.033 11.82 11.98 11.779 11.927 C 11.578 11.663 11.36 11.412 11.125 11.176 L 11.087 11.138 L 11.105 11.121 C 11.05 11.17 10.938 11.161 10.768 11.086 C 10.669 11.04 10.574 10.988 10.483 10.931 C 10.406 10.884 10.32 10.828 10.232 10.766 L 10.23 10.766 C 9.908 10.543 9.541 10.246 9.143 9.899 C 8.105 8.989 6.884 7.731 5.934 6.582 C 5.807 6.427 5.683 6.274 5.566 6.124 C 5.21 5.667 4.947 5.285 4.777 4.988 C 4.709 4.871 4.65 4.751 4.6 4.626 C 4.542 4.473 4.532 4.366 4.569 4.309 C 4.571 4.305 4.571 4.303 4.573 4.301 L 4.588 4.286 C 4.579 4.293 4.571 4.301 4.561 4.309 L 4.427 4.432 L 4.247 4.596 C 4.226 4.617 4.2 4.64 4.176 4.663 C 4.174 4.663 4.174 4.663 4.172 4.665 C 4.122 4.714 4.071 4.763 4.023 4.811 C 3.92 4.913 3.815 5.019 3.722 5.112 C 3.701 5.137 3.675 5.161 3.651 5.184 C 3.642 5.193 3.633 5.201 3.625 5.211 C 3.62 5.217 3.615 5.222 3.611 5.228 C 3.607 5.23 3.605 5.234 3.603 5.236 C 3.51 5.361 3.51 5.567 3.605 5.84 C 3.669 6.018 3.748 6.189 3.844 6.352 C 4.019 6.652 4.216 6.94 4.433 7.213 C 4.784 7.66 5.163 8.085 5.567 8.487 C 6.174 9.099 6.825 9.669 7.514 10.193 C 8.237 10.74 8.947 11.185 9.535 11.435 L 9.537 11.435 C 9.656 11.486 9.764 11.527 9.867 11.56 C 9.994 11.601 10.124 11.629 10.257 11.642 C 10.448 11.66 10.587 11.623 10.67 11.537 L 10.672 11.535 C 10.677 11.531 10.682 11.526 10.686 11.521 L 10.709 11.498 L 10.768 11.439 L 10.832 11.378 C 11.029 11.565 11.213 11.764 11.382 11.976 C 11.406 12.007 11.431 12.038 11.457 12.072 C 11.586 12.24 11.714 12.418 11.84 12.604 C 12.396 13.437 12.88 14.437 13.227 15.416 C 13.311 15.658 13.389 15.899 13.455 16.135 C 13.565 16.519 13.65 16.908 13.708 17.303 C 13.753 17.597 13.773 17.893 13.769 18.19 C 13.768 18.293 13.76 18.396 13.748 18.499 C 13.733 18.641 13.702 18.782 13.656 18.918 C 13.577 19.147 13.457 19.304 13.305 19.385 C 13.299 19.387 13.293 19.391 13.287 19.393 C 13.257 19.405 13.225 19.418 13.192 19.431 C 13.21 19.425 13.231 19.419 13.248 19.413 L 13.471 19.319 L 13.473 19.319 C 13.473 19.318 13.474 19.317 13.475 19.317 C 13.734 19.206 14.061 19.051 14.335 18.92 L 14.467 18.858 C 14.481 18.851 14.493 18.843 14.507 18.833 C 14.597 18.767 14.653 18.644 14.676 18.462 C 14.688 18.336 14.688 18.21 14.676 18.084 C 14.664 17.999 14.652 17.903 14.636 17.8 Z M 22.984 6.956 L 22.984 6.945 L 22.983 6.935 C 22.983 6.916 22.981 6.897 22.98 6.879 C 22.977 6.835 22.973 6.789 22.968 6.742 C 22.963 6.695 22.96 6.654 22.956 6.61 C 22.958 6.636 22.959 6.662 22.961 6.687 C 22.97 6.821 22.978 6.932 22.984 7.03 C 22.978 6.932 22.971 6.821 22.961 6.687 C 23.018 7.694 22.631 9.082 20.558 10.149 C 20.56 10.176 20.562 10.204 20.566 10.231 C 20.562 10.204 20.56 10.176 20.556 10.149 C 20.221 10.306 19.873 10.432 19.514 10.526 C 18.999 10.658 18.468 10.725 17.935 10.726 C 16.516 10.726 15.154 10.249 14.282 9.364 C 14.32 9.355 14.36 9.347 14.397 9.339 L 14.448 9.33 L 14.45 9.328 L 14.452 9.328 L 14.489 9.322 C 15.497 10.128 16.971 10.41 18.43 10.118 C 18.867 10.032 19.292 9.898 19.696 9.717 C 19.924 9.614 20.146 9.498 20.36 9.369 C 22.3 8.192 23.115 6.173 22.431 4.554 C 22.372 4.429 22.324 4.323 22.277 4.229 C 22.273 4.221 22.269 4.212 22.263 4.202 C 22.222 4.116 22.182 4.038 22.141 3.962 C 22.092 3.872 22.045 3.782 21.986 3.686 C 21.962 3.648 21.939 3.61 21.915 3.57 C 21.875 3.51 21.835 3.445 21.788 3.375 C 22.091 3.876 22.244 4.437 22.254 5.016 C 22.259 5.474 22.185 5.93 22.035 6.365 C 21.713 7.303 21.051 8.205 20.089 8.888 C 19.913 9.014 19.729 9.13 19.539 9.234 C 19.201 9.422 18.844 9.576 18.475 9.694 C 17.092 10.131 15.657 9.991 14.615 9.304 L 14.607 9.304 C 14.65 9.296 14.694 9.288 14.736 9.278 C 15.751 9.775 17.026 9.747 18.22 9.2 C 18.524 9.059 18.814 8.891 19.086 8.697 C 19.243 8.585 19.394 8.465 19.539 8.338 C 20.049 7.891 20.474 7.36 20.794 6.77 C 21.54 5.389 21.634 3.805 20.962 2.6 C 20.737 2.196 20.425 1.842 20.049 1.563 C 19.842 1.417 19.554 1.236 19.337 1.102 L 19.336 1.102 L 19.332 1.098 C 19.255 1.055 19.177 1.011 19.105 0.975 C 19.073 0.958 19.041 0.941 19.009 0.926 C 18.999 0.92 18.988 0.914 18.974 0.909 C 18.926 0.884 18.875 0.859 18.825 0.836 L 18.809 0.827 C 18.804 0.825 18.799 0.823 18.795 0.821 C 18.789 0.819 18.783 0.815 18.777 0.813 C 18.761 0.806 18.746 0.8 18.73 0.793 L 18.736 0.796 L 18.73 0.793 C 18.719 0.787 18.708 0.783 18.696 0.777 L 18.66 0.76 L 18.654 0.758 C 18.627 0.746 18.601 0.735 18.574 0.724 C 18.633 0.749 18.691 0.775 18.748 0.801 L 18.861 0.857 C 19.181 1.03 19.467 1.256 19.705 1.526 C 19.756 1.581 19.804 1.637 19.85 1.696 C 20.871 3.011 20.878 5.018 19.999 6.698 C 19.743 7.188 19.415 7.641 19.026 8.041 L 19.024 8.041 L 19.022 8.043 C 18.898 8.172 18.766 8.294 18.627 8.408 C 18.399 8.601 18.153 8.772 17.892 8.919 C 16.86 9.506 15.735 9.625 14.782 9.267 C 15.142 9.167 15.479 8.947 15.765 8.6 C 15.885 8.457 15.989 8.304 16.079 8.144 C 16.146 8.023 16.207 7.9 16.263 7.774 C 16.257 7.774 16.251 7.776 16.245 7.776 C 16.251 7.774 16.257 7.774 16.263 7.772 C 16.397 7.457 16.496 7.131 16.561 6.798 C 16.64 6.398 16.682 5.991 16.686 5.583 C 16.689 5.312 16.677 5.042 16.651 4.771 C 16.55 3.704 16.226 2.634 15.71 1.773 C 15.604 1.595 15.487 1.423 15.359 1.26 C 15.317 1.207 15.275 1.154 15.232 1.103 C 14.991 0.821 14.738 0.598 14.479 0.435 C 14.157 0.23 13.827 0.119 13.505 0.099 C 13.423 0.094 13.34 0.096 13.258 0.103 C 13.232 0.105 13.206 0.108 13.18 0.11 L 12.632 0.2 L 12.616 0.204 L 12.584 0.209 L 12.55 0.215 C 12.342 0.258 12.088 0.318 11.882 0.364 C 11.974 0.349 12.068 0.342 12.162 0.347 C 12.461 0.36 12.781 0.478 13.105 0.701 C 13.334 0.858 13.565 1.068 13.791 1.331 C 13.848 1.395 13.904 1.463 13.959 1.536 C 14.042 1.639 14.121 1.752 14.198 1.865 C 14.811 2.775 15.248 3.942 15.453 5.096 C 15.5 5.357 15.534 5.617 15.554 5.873 C 15.587 6.254 15.589 6.637 15.56 7.018 C 15.538 7.33 15.484 7.64 15.4 7.943 L 15.4 7.945 C 15.366 8.066 15.325 8.186 15.277 8.303 C 15.216 8.455 15.14 8.604 15.05 8.743 C 14.829 9.081 14.549 9.293 14.236 9.377 L 14.23 9.379 C 14.224 9.381 14.22 9.381 14.214 9.382 C 14.182 9.39 14.147 9.4 14.11 9.41 C 14.109 9.411 14.107 9.412 14.106 9.412 C 14.799 10.226 15.872 10.784 17.057 11.026 C 17.688 11.155 18.336 11.192 18.978 11.137 C 19.521 11.09 20.054 10.97 20.563 10.782 C 22 10.197 22.785 9.327 22.966 8.122 L 22.972 8.08 C 22.972 8.075 22.972 8.069 22.974 8.063 C 22.976 7.999 22.98 7.932 22.982 7.862 C 22.982 7.842 22.984 7.825 22.984 7.807 L 22.984 7.794 C 22.988 7.678 22.992 7.583 22.994 7.498 C 22.992 7.584 22.989 7.68 22.985 7.793 C 22.991 7.682 22.996 7.576 22.998 7.479 C 23.004 7.322 22.994 7.124 22.984 6.956 Z M 18.538 0.708 C 18.549 0.712 18.561 0.717 18.572 0.722 C 18.561 0.717 18.551 0.712 18.54 0.708 Z M 22.955 6.608 L 22.955 6.61 M 18.686 0.77 C 18.689 0.771 18.691 0.773 18.694 0.774 L 18.696 0.775 Z M 12.536 15.776 C 12.315 14.664 11.882 13.54 11.293 12.646 C 11.203 12.509 11.108 12.375 11.007 12.245 C 11.002 12.246 10.997 12.248 10.993 12.249 L 10.979 12.253 L 11.007 12.245 C 10.957 12.182 10.907 12.12 10.858 12.062 C 10.755 11.941 10.646 11.825 10.531 11.716 L 10.477 11.775 L 10.472 11.781 C 10.469 11.784 10.466 11.788 10.463 11.791 L 10.459 11.795 L 10.451 11.804 L 10.446 11.81 L 10.444 11.813 C 10.413 11.85 10.378 11.892 10.344 11.932 C 10.408 11.996 10.47 12.065 10.533 12.138 C 10.583 12.195 10.632 12.255 10.68 12.317 L 10.708 12.312 L 10.699 12.314 L 10.681 12.317 C 10.791 12.458 10.892 12.604 10.987 12.755 C 11.54 13.638 11.894 14.749 12.014 15.859 C 12.041 16.107 12.057 16.356 12.06 16.601 C 12.066 17.015 12.034 17.429 11.963 17.836 C 11.907 18.169 11.815 18.496 11.692 18.811 L 11.726 18.805 L 11.691 18.812 C 11.642 18.933 11.587 19.051 11.526 19.167 C 11.436 19.341 11.328 19.505 11.205 19.658 C 10.922 20.002 10.588 20.219 10.229 20.306 L 10.194 20.312 C 10.13 20.322 10.064 20.332 10.003 20.343 C 10.039 20.341 10.077 20.336 10.114 20.33 L 10.118 20.33 L 10.398 20.281 L 10.419 20.276 L 10.429 20.274 L 10.447 20.271 C 10.481 20.265 10.516 20.257 10.552 20.25 C 10.65 20.232 10.745 20.213 10.84 20.192 C 10.955 20.167 11.072 20.141 11.177 20.113 L 11.244 20.094 L 11.364 20.061 L 11.391 20.054 L 11.522 20.018 L 11.562 20.005 L 11.569 20.002 C 11.823 19.906 12.048 19.715 12.229 19.427 C 12.321 19.278 12.396 19.12 12.455 18.956 C 12.493 18.853 12.527 18.741 12.556 18.624 L 12.521 18.633 L 12.556 18.623 C 12.631 18.316 12.676 18.004 12.691 17.688 C 12.71 17.286 12.695 16.884 12.647 16.484 C 12.62 16.251 12.583 16.013 12.536 15.776 Z M 21.654 3.173 C 21.707 3.253 21.755 3.324 21.798 3.39 C 21.753 3.316 21.705 3.244 21.654 3.173 Z M 22.048 10.909 C 21.656 11.288 21.099 11.584 20.392 11.754 L 20.388 11.766 L 20.391 11.754 C 19.498 11.969 18.503 11.948 17.545 11.74 C 16.811 11.581 16.108 11.312 15.462 10.942 C 14.861 10.593 14.337 10.162 13.951 9.665 C 13.951 9.665 13.951 9.667 13.95 9.668 L 13.95 9.665 C 13.91 9.614 13.872 9.563 13.836 9.513 L 13.69 9.563 L 13.603 9.596 C 13.678 9.715 13.76 9.832 13.846 9.943 C 13.848 9.939 13.851 9.933 13.853 9.928 C 13.851 9.933 13.849 9.939 13.846 9.943 C 14.046 10.198 14.27 10.434 14.515 10.649 C 14.931 11.013 15.39 11.328 15.882 11.589 C 17.206 12.297 18.787 12.669 20.116 12.493 C 20.132 12.458 20.147 12.422 20.162 12.388 C 20.147 12.422 20.133 12.458 20.117 12.493 C 20.539 12.437 20.904 12.33 21.208 12.181 C 21.581 11.999 21.86 11.755 22.042 11.466 L 22.057 11.443 C 22.076 11.412 22.093 11.381 22.11 11.348 C 22.114 11.34 22.119 11.331 22.123 11.322 C 22.132 11.304 22.141 11.285 22.15 11.266 C 22.15 11.264 22.151 11.262 22.152 11.261 C 22.184 11.183 22.218 11.099 22.251 11.012 L 22.269 10.966 C 22.374 10.696 22.484 10.398 22.575 10.136 L 22.579 10.125 L 22.577 10.129 C 22.461 10.423 22.281 10.689 22.048 10.909 Z M 10.541 18.914 C 10.737 18.586 10.895 18.237 11.015 17.876 C 11.172 17.4 11.272 16.909 11.312 16.411 C 11.341 16.062 11.344 15.712 11.32 15.363 C 11.266 14.586 11.077 13.829 10.76 13.173 C 10.649 12.938 10.517 12.713 10.367 12.499 C 10.33 12.45 10.296 12.403 10.26 12.356 C 10.225 12.309 10.184 12.26 10.143 12.214 C 10.155 12.2 10.165 12.184 10.175 12.17 L 10.196 12.142 C 10.101 12.263 9.973 12.356 9.825 12.409 C 9.739 12.442 9.649 12.466 9.559 12.481 C 9.55 12.481 9.541 12.483 9.533 12.485 C 9.424 12.5 9.315 12.507 9.204 12.505 C 9.035 12.503 8.867 12.489 8.701 12.46 C 6.903 12.165 4.379 10.553 3.061 8.862 C 3.015 8.802 2.971 8.743 2.928 8.685 C 2.722 8.399 2.567 8.131 2.458 7.886 C 2.245 7.397 2.225 6.996 2.39 6.719 C 2.397 6.706 2.404 6.695 2.412 6.683 L 2.187 6.986 L 2.175 7.004 C 2.172 7.006 2.17 7.008 2.169 7.011 C 2.166 7.016 2.163 7.021 2.159 7.025 C 2.12 7.08 2.082 7.138 2.039 7.199 C 1.987 7.275 1.93 7.357 1.875 7.439 C 1.816 7.53 1.76 7.621 1.703 7.711 C 1.7 7.716 1.697 7.721 1.693 7.725 L 1.685 7.74 C 1.683 7.744 1.681 7.746 1.679 7.75 C 1.677 7.754 1.673 7.759 1.671 7.763 C 1.669 7.767 1.669 7.767 1.667 7.767 C 1.664 7.774 1.661 7.781 1.657 7.787 C 1.655 7.787 1.655 7.789 1.655 7.789 C 1.645 7.808 1.634 7.826 1.624 7.846 C 1.393 8.292 1.47 8.906 1.885 9.604 C 1.987 9.772 2.098 9.934 2.219 10.089 C 2.376 10.29 2.544 10.48 2.725 10.661 C 4.141 12.089 6.432 13.186 8.18 13.215 C 8.412 13.222 8.645 13.203 8.873 13.162 C 9.19 13.101 9.447 12.992 9.644 12.841 C 9.646 12.839 9.649 12.837 9.652 12.835 C 10.087 14.392 9.268 16.229 7.483 17.347 L 7.483 17.349 C 6.918 17.703 6.295 17.96 5.64 18.11 C 3.867 18.511 2.055 18.051 1.084 16.803 C 0.981 16.672 0.89 16.533 0.81 16.388 C 0.849 16.464 0.885 16.532 0.917 16.592 C 0.997 16.738 1.064 16.855 1.142 16.973 C 1.241 17.126 1.356 17.284 1.528 17.524 C 1.53 17.526 1.53 17.528 1.532 17.53 C 1.534 17.532 1.538 17.537 1.544 17.543 C 1.579 17.586 1.616 17.635 1.657 17.682 C 1.681 17.711 1.708 17.74 1.734 17.768 C 2.789 18.913 4.585 19.202 6.28 18.605 C 6.61 18.487 6.928 18.341 7.23 18.168 C 7.417 18.06 7.598 17.94 7.772 17.812 C 7.766 17.806 7.761 17.799 7.756 17.792 C 7.848 17.804 7.924 17.663 7.995 17.609 L 8.159 17.47 L 8.214 17.423 C 8.245 17.398 8.271 17.37 8.3 17.343 C 8.307 17.338 8.313 17.334 8.318 17.328 C 8.343 17.303 8.37 17.279 8.396 17.254 L 8.418 17.233 C 8.436 17.213 8.457 17.193 8.475 17.176 C 8.485 17.166 8.495 17.156 8.503 17.145 C 8.519 17.13 8.536 17.111 8.551 17.096 C 8.561 17.084 8.572 17.076 8.582 17.062 C 8.596 17.047 8.612 17.032 8.627 17.013 C 8.637 17.004 8.647 16.993 8.658 16.98 C 8.672 16.964 8.686 16.946 8.701 16.931 C 8.711 16.919 8.721 16.91 8.731 16.897 C 8.735 16.893 8.738 16.888 8.741 16.883 C 8.752 16.872 8.761 16.858 8.772 16.846 C 8.783 16.834 8.79 16.826 8.798 16.812 C 8.814 16.795 8.829 16.777 8.843 16.757 L 8.867 16.728 L 8.922 16.657 C 8.926 16.654 8.929 16.649 8.932 16.644 C 8.95 16.619 8.968 16.595 8.986 16.57 C 8.99 16.566 8.993 16.562 8.996 16.558 C 9.002 16.551 9.008 16.541 9.014 16.532 C 9.02 16.525 9.024 16.517 9.03 16.509 C 9.032 16.507 9.034 16.504 9.038 16.5 C 9.042 16.494 9.046 16.489 9.048 16.482 C 9.052 16.479 9.054 16.475 9.056 16.473 C 9.064 16.461 9.072 16.45 9.077 16.44 C 9.087 16.427 9.097 16.412 9.105 16.399 C 9.107 16.394 9.109 16.391 9.113 16.387 C 9.113 16.387 9.113 16.385 9.115 16.385 C 9.118 16.38 9.121 16.373 9.125 16.368 L 9.137 16.351 C 9.149 16.333 9.158 16.315 9.172 16.298 C 9.174 16.294 9.177 16.288 9.179 16.284 C 9.18 16.283 9.181 16.281 9.181 16.281 C 9.185 16.275 9.189 16.267 9.193 16.26 C 9.205 16.243 9.215 16.225 9.225 16.207 C 9.233 16.196 9.239 16.184 9.247 16.172 C 9.25 16.168 9.253 16.163 9.255 16.158 C 9.257 16.156 9.259 16.154 9.259 16.151 C 9.264 16.145 9.268 16.138 9.271 16.131 C 9.274 16.127 9.277 16.121 9.279 16.116 C 9.287 16.105 9.294 16.093 9.3 16.08 C 9.304 16.075 9.306 16.071 9.31 16.065 C 9.314 16.059 9.314 16.055 9.316 16.052 C 9.321 16.044 9.326 16.036 9.33 16.029 C 9.332 16.027 9.332 16.025 9.334 16.023 C 9.338 16.012 9.344 16.002 9.35 15.992 C 9.352 15.987 9.355 15.982 9.358 15.979 L 9.376 15.943 C 9.38 15.934 9.385 15.926 9.389 15.918 C 9.389 15.914 9.391 15.911 9.393 15.908 C 9.393 15.906 9.395 15.905 9.397 15.903 C 9.399 15.901 9.401 15.895 9.403 15.891 C 9.409 15.878 9.415 15.864 9.421 15.852 C 9.427 15.84 9.435 15.825 9.441 15.81 C 9.442 15.809 9.443 15.807 9.443 15.806 C 9.445 15.803 9.447 15.801 9.447 15.797 C 9.453 15.785 9.459 15.774 9.465 15.761 C 9.467 15.755 9.469 15.751 9.473 15.746 C 9.475 15.736 9.479 15.727 9.485 15.719 C 9.485 15.717 9.487 15.713 9.487 15.711 C 9.487 15.709 9.489 15.705 9.491 15.704 C 9.493 15.699 9.495 15.694 9.497 15.69 C 9.501 15.684 9.503 15.679 9.505 15.673 C 9.513 15.658 9.52 15.643 9.526 15.628 C 9.528 15.622 9.532 15.614 9.534 15.607 C 9.537 15.601 9.54 15.594 9.542 15.587 C 9.544 15.585 9.546 15.583 9.546 15.581 C 9.546 15.579 9.546 15.578 9.548 15.576 C 9.55 15.572 9.552 15.566 9.554 15.562 C 9.558 15.554 9.56 15.547 9.562 15.539 C 9.563 15.537 9.564 15.535 9.564 15.533 C 9.568 15.527 9.572 15.52 9.574 15.513 C 9.576 15.505 9.58 15.5 9.582 15.492 C 9.586 15.48 9.592 15.469 9.596 15.454 C 9.599 15.448 9.602 15.441 9.603 15.434 C 9.605 15.429 9.609 15.425 9.611 15.419 C 9.613 15.413 9.613 15.409 9.615 15.404 C 9.621 15.39 9.625 15.377 9.631 15.362 C 9.637 15.349 9.639 15.339 9.643 15.326 C 9.645 15.324 9.645 15.324 9.645 15.322 C 9.653 15.298 9.663 15.273 9.67 15.25 C 9.674 15.238 9.676 15.227 9.68 15.214 C 9.682 15.21 9.684 15.208 9.684 15.206 C 9.69 15.186 9.696 15.165 9.702 15.146 L 9.708 15.128 C 9.71 15.123 9.71 15.119 9.712 15.113 C 9.72 15.088 9.73 15.06 9.736 15.035 C 9.74 15.023 9.743 15.01 9.746 14.998 C 9.756 14.966 9.764 14.934 9.77 14.902 C 9.776 14.884 9.78 14.867 9.782 14.849 C 9.792 14.818 9.799 14.786 9.803 14.754 C 9.805 14.741 9.808 14.727 9.81 14.713 C 9.81 14.71 9.811 14.707 9.812 14.705 C 9.814 14.69 9.818 14.675 9.82 14.658 C 9.827 14.627 9.833 14.595 9.836 14.562 C 9.838 14.556 9.838 14.551 9.838 14.545 C 9.842 14.526 9.844 14.507 9.846 14.488 C 9.846 14.483 9.846 14.478 9.848 14.475 C 9.848 14.469 9.85 14.463 9.85 14.457 C 9.852 14.444 9.854 14.427 9.856 14.412 L 9.862 14.348 C 9.864 14.343 9.864 14.337 9.864 14.332 L 9.864 14.33 C 9.866 14.326 9.866 14.32 9.866 14.315 C 9.866 14.311 9.866 14.307 9.868 14.305 L 9.868 14.285 C 9.869 14.278 9.87 14.272 9.87 14.265 C 9.872 14.256 9.872 14.247 9.872 14.238 C 9.872 14.232 9.874 14.226 9.874 14.218 L 9.874 14.2 C 9.876 14.192 9.876 14.182 9.876 14.174 L 9.876 14.164 C 9.878 14.157 9.878 14.15 9.878 14.144 L 9.878 14.113 C 9.88 14.105 9.88 14.098 9.88 14.09 L 9.88 14.05 C 9.88 14.041 9.882 14.03 9.882 14.018 L 9.882 13.922 C 9.882 13.915 9.882 13.908 9.88 13.901 L 9.88 13.841 C 9.878 13.836 9.878 13.832 9.878 13.827 L 9.878 13.813 C 9.878 13.803 9.876 13.793 9.876 13.779 L 9.876 13.77 C 9.876 13.766 9.876 13.766 9.874 13.764 L 9.874 13.762 C 9.876 13.76 9.874 13.758 9.874 13.754 L 9.874 13.734 C 9.874 13.73 9.874 13.726 9.872 13.723 L 9.872 13.721 C 9.872 13.712 9.872 13.703 9.87 13.695 C 9.87 13.685 9.87 13.676 9.868 13.668 C 9.868 13.659 9.868 13.65 9.866 13.643 L 9.866 13.635 C 9.866 13.631 9.864 13.627 9.864 13.624 L 9.864 13.612 C 9.876 13.597 9.876 13.593 9.876 13.587 C 9.876 13.583 9.876 13.579 9.874 13.575 L 9.874 13.572 C 9.872 13.562 9.872 13.551 9.87 13.54 L 9.87 13.53 C 9.868 13.519 9.866 13.507 9.864 13.495 L 9.864 13.481 C 9.862 13.475 9.862 13.47 9.86 13.464 C 9.86 13.458 9.86 13.453 9.858 13.448 C 9.858 13.445 9.858 13.441 9.856 13.437 C 9.856 13.426 9.854 13.416 9.852 13.406 C 9.852 13.403 9.852 13.4 9.85 13.398 C 9.848 13.385 9.846 13.373 9.844 13.359 L 9.844 13.357 C 9.844 13.353 9.842 13.351 9.842 13.348 L 9.842 13.344 C 9.84 13.336 9.838 13.326 9.836 13.317 C 9.834 13.301 9.83 13.285 9.826 13.27 C 9.826 13.264 9.824 13.258 9.824 13.252 C 9.824 13.247 9.822 13.243 9.82 13.239 C 9.818 13.235 9.818 13.227 9.818 13.222 C 9.814 13.208 9.812 13.196 9.808 13.182 C 9.806 13.174 9.806 13.169 9.805 13.162 C 9.803 13.155 9.801 13.15 9.799 13.142 C 9.797 13.133 9.795 13.126 9.793 13.119 C 9.792 13.113 9.791 13.108 9.789 13.103 C 9.789 13.099 9.787 13.094 9.787 13.09 C 9.783 13.078 9.781 13.067 9.777 13.054 L 9.765 13.013 C 9.765 13.011 9.765 13.009 9.763 13.007 C 9.763 13 9.761 12.994 9.759 12.988 C 9.758 12.986 9.757 12.984 9.757 12.982 C 9.757 12.98 9.757 12.978 9.755 12.976 L 9.753 12.974 C 9.753 12.972 9.753 12.969 9.751 12.967 C 9.745 12.947 9.739 12.925 9.73 12.905 L 9.746 12.872 L 9.812 12.745 C 10.397 13.952 10.273 15.502 9.537 16.851 C 9.232 17.409 8.833 17.914 8.356 18.345 C 8.358 18.346 8.36 18.348 8.362 18.349 L 8.356 18.345 C 8.212 18.47 8.066 18.587 7.917 18.693 C 7.671 18.874 7.41 19.035 7.136 19.175 C 5.841 19.833 4.5 19.836 3.311 19.153 L 3.287 19.139 L 3.319 19.16 C 3.354 19.184 3.388 19.206 3.421 19.227 C 3.436 19.237 3.451 19.246 3.467 19.256 L 3.489 19.27 L 3.53 19.295 C 3.588 19.331 3.645 19.364 3.698 19.393 L 3.721 19.406 L 3.926 19.517 L 3.933 19.521 L 4.092 19.602 C 4.191 19.653 4.285 19.696 4.402 19.747 C 4.466 19.775 4.537 19.805 4.621 19.841 L 4.638 19.847 L 4.629 19.843 C 4.565 19.817 4.503 19.789 4.441 19.759 C 4.586 19.818 4.745 19.882 4.898 19.94 C 5.801 20.214 6.837 20.067 7.786 19.511 C 8.046 19.358 8.29 19.182 8.516 18.986 C 8.643 18.874 8.768 18.755 8.89 18.626 L 8.879 18.621 L 8.89 18.626 C 9.271 18.222 9.59 17.767 9.836 17.277 C 10.252 16.454 10.459 15.554 10.445 14.694 C 10.442 14.49 10.426 14.286 10.397 14.084 C 10.319 13.554 10.151 13.052 9.886 12.61 C 9.902 12.583 9.918 12.557 9.933 12.532 C 9.937 12.53 9.937 12.526 9.939 12.524 C 9.947 12.513 9.954 12.501 9.96 12.489 L 10.02 12.396 C 10.12 12.529 10.212 12.669 10.292 12.813 C 10.53 13.24 10.7 13.699 10.796 14.175 C 10.812 14.258 10.828 14.343 10.843 14.428 C 10.931 14.995 10.938 15.57 10.862 16.138 C 10.791 16.692 10.645 17.234 10.428 17.752 C 10.261 18.145 10.048 18.518 9.792 18.863 C 9.692 18.996 9.59 19.121 9.484 19.237 C 9.311 19.428 9.12 19.602 8.913 19.759 C 8.241 20.266 7.489 20.487 6.773 20.408 C 6.91 20.425 7.053 20.442 7.184 20.455 L 7.19 20.455 C 7.203 20.457 7.216 20.459 7.229 20.459 C 7.26 20.463 7.289 20.465 7.318 20.468 C 7.334 20.468 7.35 20.47 7.367 20.47 L 7.429 20.473 L 7.367 20.47 C 7.438 20.476 7.511 20.481 7.588 20.486 C 7.678 20.492 7.765 20.495 7.843 20.497 L 7.856 20.497 L 7.896 20.498 L 7.962 20.498 L 8.036 20.499 L 8.169 20.499 C 8.216 20.499 8.263 20.497 8.307 20.493 C 8.838 20.454 9.364 20.221 9.828 19.801 C 9.998 19.647 10.151 19.478 10.288 19.296 C 10.373 19.176 10.457 19.049 10.541 18.914 Z M 0.805 16.381 C 0.806 16.383 0.808 16.386 0.81 16.39 L 0.796 16.363 Z M 4.623 17.189 C 5.16 17.182 5.693 17.105 6.208 16.96 C 6.56 16.862 6.902 16.732 7.23 16.571 C 8.846 15.777 9.718 14.408 9.63 13.078 C 9.626 13.035 9.624 12.992 9.618 12.951 C 9.62 12.982 9.62 13.013 9.622 13.065 L 9.622 13.069 C 9.442 13.415 9.139 13.71 8.718 13.929 C 8.408 14.09 8.034 14.209 7.602 14.276 L 7.6 14.276 C 6.329 14.473 4.834 14.175 3.547 13.556 C 2.938 13.265 2.377 12.898 1.909 12.478 C 1.682 12.278 1.475 12.057 1.29 11.82 C 0.677 11.034 0.499 10.256 0.703 9.616 C 0.707 9.607 0.709 9.595 0.713 9.585 C 0.713 9.583 0.715 9.581 0.715 9.579 C 0.715 9.577 0.717 9.575 0.717 9.573 C 0.731 9.537 0.744 9.501 0.761 9.465 C 0.749 9.49 0.739 9.518 0.727 9.543 C 0.706 9.598 0.682 9.653 0.66 9.706 C 0.658 9.71 0.658 9.713 0.656 9.717 C 0.654 9.721 0.652 9.725 0.652 9.729 C 0.634 9.778 0.615 9.827 0.595 9.878 C 0.579 9.919 0.564 9.962 0.548 10.007 C 0.536 10.043 0.523 10.079 0.51 10.113 C 0.447 10.289 0.376 10.519 0.323 10.709 C 0.319 10.729 0.314 10.748 0.31 10.766 C 0.308 10.769 0.308 10.775 0.306 10.779 L 0.306 10.786 C 0.304 10.786 0.304 10.788 0.304 10.79 C 0.012 12.186 1.016 13.522 2.559 14.341 C 3.221 14.69 3.937 14.932 4.68 15.058 C 5.546 15.207 6.461 15.204 7.348 15.005 L 7.35 15.005 C 8.312 14.752 8.862 14.325 9.182 13.931 C 9.38 13.686 9.528 13.407 9.619 13.109 C 9.607 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(qtf® — 13)
frequently asked questions
Questions
that matters
Core Questions
A clear set of answers about how we design, build,
and deploy AI systems in real environments.
A clear set of answers about how we design, build, and deploy AI systems.
001.
Is this just a wrapper for ChatGPT?
Absolutely not. While we leverage powerful models like GPT-4o or Claude, the real value lies in our custom architecture. We build specialized RAG (Retrieval-Augmented Generation) systems that sync with your private data silos, ensuring the AI operates within your business context, not just general knowledge.
001.
Is this just a wrapper for ChatGPT?
Absolutely not. While we leverage powerful models like GPT-4o or Claude, the real value lies in our custom architecture. We build specialized RAG (Retrieval-Augmented Generation) systems that sync with your private data silos, ensuring the AI operates within your business context, not just general knowledge.
002.
How long does it take to see a return on investment (ROI)?
Most companies begin to see measurable impact within the first few months. By automating repetitive workflows or improving decision speed, AI systems often reduce operational costs and unlock new capacity across teams.
002.
How long does it take to see a return on investment (ROI)?
Most companies begin to see measurable impact within the first few months. By automating repetitive workflows or improving decision speed, AI systems often reduce operational costs and unlock new capacity across teams.
002.
How long does it take to see ROI?
Most companies begin to see measurable impact within the first few months. By automating repetitive workflows or improving decision speed, AI systems often reduce operational costs and unlock new capacity across teams.
003.
Can we integrate these AI agents with our existing software stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
003.
Can we integrate these AI agents with our existing software stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
003.
Can we integrate AI agents with our existing software stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
003.
Can we integrate AI agents with our existing stack?
Yes. Our systems are designed to integrate with existing tools through APIs, databases, and internal services. We adapt the architecture to your stack so AI works within your current workflows, not outside them.
004.
How do you ensure our sensitive data stays secure?
Security is built into the architecture from the start. We use controlled access layers, encrypted storage, and isolated processing environments to ensure your data remains protected and fully under your control.
004.
How do you ensure our sensitive data stays secure?
Security is built into the architecture from the start. We use controlled access layers, encrypted storage, and isolated processing environments to ensure your data remains protected and fully under your control.
005.
Will AI hallucinations affect the quality of our output?
We reduce hallucinations through system design, not just model choice. Retrieval systems, validation layers, and controlled prompts ensure outputs are grounded in your real data and business context.
005.
Will AI hallucinations affect the quality of our output?
We reduce hallucinations through system design, not just model choice. Retrieval systems, validation layers, and controlled prompts ensure outputs are grounded in your real data and business context.
(qtf® — 14)
OUR CONTACT
Let's talk
Let's talk
Let's talk
Bring your system, your workflow, or your idea.
We’ll help you understand what it takes to build and deploy it.
Bring your system, your workflow, or your idea.
We’ll help you understand what it takes to build.
konrad@elevatedhealth.com
No hype. Just systems
No hype. Just systems
No hype. Just systems
Clarity beats automation
Clarity beats automation
Clarity beats automation
Decisions over demos
Decisions over demos
Decisions over demos
Designed for messy reality
Designed for messy reality
Designed for messy reality
Systems that hold under pressure
Systems that hold under pressure
Systems that hold under pressure