Human in the loop, done by an actual operator
AI, with an operator.
Human in the loop AI for founders who already use the tools and want someone accountable for what they produce. I set up your AI tools, review the output before it goes out, and keep it accurate and on brand.
Request a callAI operations for founders, with a person accountable.
Drafting is the easy part now. The work is AI output review: checking facts, tone and context before anything reaches a client. I act as a fractional operator on your team, doing that AI quality assurance every week so you keep the speed without the cleanup.
What's included
- AI tool and workflow setup
- AI output review before anything is sent
- Brand voice and quality standards, written down and held to
- Ongoing tuning of prompts, context and automations
The loop
How the work runs, every week.

- 01 · SET UP
set up
Tools and workflows built around how your business actually runs.
- 02 · REVIEW
review
Nothing goes out until a person has read it.
- 03 · SHIP
ship
Approved output sent on your behalf, on time.
- 04 · TUNE
tune
Prompts refined, context added, the system kept current.
Common questions
What does human in the loop AI mean here?
- Your AI tools still do the drafting. A person, me, reads and corrects the output before it reaches a client, a team or the public.
Which tools do you work with?
- ChatGPT, Claude, Gemini, Microsoft Copilot and the automation tools you already use. I work inside your setup rather than replacing it.
Is this a fractional operator role or a project?
- Usually a month-to-month retainer, so the review and tuning keep running. A one-off setup project is also possible.
Where are you based?
- Doha, working globally with founders across the GCC, Australia and the United States.
Use all the AI you want.
I make sure what it produces is accurate, on brand, and moving your business forward.
Request a call