(QTF® — 01)
THE STORY BEHIND THE WORK
Built by an operator. We founded and ran a telehealth company, and now we design and deploy AI automation for growing teams.
Focused on building AI systems that operate reliably across real workflows and business processes.

(qtf® — 02)
Built for Real Work
How We Build
We design AI systems that operate inside real workflows, not isolated tools or experiments.
We design AI systems that operate inside real workflows, not isolated tools or experiments.
We believe AI should improve work, not add complexity. If it doesn't make operations clearer, faster, and more reliable, it doesn't belong.
We believe AI should improve work, not add complexity. If it doesn't make operations clearer, faster, and more reliable, it doesn't belong.
We believe AI should improve work, not add complexity. If it doesn't make operations clearer, faster, and more reliable, it doesn't belong.
We believe AI should improve work, not add complexity.
If it doesn’t make operations clearer, faster, and more reliable, it doesn’t belong.
Our focus is not on adding automation for the sake of it, but on designing systems that stay understandable, controllable, and aligned with how your team actually operates.
Our focus is not on adding automation for the sake of it, but on designing systems that remain understandable, controllable, and aligned with real operational needs.
(qtf® — 02)
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
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
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.

(qtf® — 13)
frequently asked questions
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 in real environments.
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.
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.
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.

