RLHFL33T provides frontier AI companies with the scalable human feedback, annotation, and security oversight needed to build agents people can trust.
1B+ people will be using AI Agents by 2030 — but the path there is full of unsolved problems that the AI companies can't fix alone.
The path from today's flawed AI agents to truly autonomous, trustworthy agents is full of roadblocks that the AI companies aren't equipped to solve alone.
Agents fail on both simple and complex tasks — getting stuck in loops, misunderstanding instructions, and frustrating users. Adoption stalls without reliable performance.
AI agents dramatically expand attack surfaces. Prompt injections, malicious tool use, and misaligned behavior create unacceptable enterprise and consumer risk.
There is no framework to measure and give feedback on agent effectiveness — no way to know how agents are failing, succeeding, or improving customers' lives.
We sit between the world's leading AI platforms and their end users — providing the labels, annotations, and security oversight that transform raw agent behavior into structured, actionable intelligence.
OpenAI, Claude, Gemini, Meta, Grok
Human feedback, security & annotation layer
Trusted, aligned, continuously improving
Our proprietary platform and expert teams turn raw agent behavior into structured, actionable data — fueling a virtuous cycle of model improvement and better customer outcomes.
Real-time agent interactions are securely ingested and routed to the appropriate curation workflows within our proprietary platform.
Our trained expert curators analyze agent behavior for mistakes, loops, security risks, and goal alignment — using our purpose-built internal tooling.
Structured data is delivered back to AI companies via API or hosted tools — providing the high-quality signal needed for RL-based agent model improvement.
Large-scale human annotation is a specialty that's better outsourced. The Big 3 want to focus on model R&D — we make that possible, cheaper, and faster.
We serve all major AI platforms without competing with any of them. Our singular focus on agent feedback and security means we go deeper than anyone else.
Our exec team has built and managed 50k+ person AI and RLHF annotation workforces. This is a massive HR and logistical challenge the AI companies are not built for.
Our blended operational model delivers this service at a price point that makes the "build vs. buy" decision an easy one for our customers.
Scale AI absorbed by Meta — leaving a critical void in the market.
Every major tech company is racing to deploy agents. The competition to build the best will be fierce — creating bottomless demand for agent-improving feedback and data.
Scale AI acquired by Meta for $14B — leaving a major market void. No existing company can credibly fill near-term volume demand.
Deep expertise across human annotation at scale, frontier AI development, enterprise technology, and startup execution.
10 years leading startups including 7 years operating businesses across multiple countries; 7 years in finance, tech, strategy & analytics leadership.
Bloomberg & enterprise tech veteran; 15 years leading teams tackling challenging architectural software builds at scale.
28 years in business development, strategic planning, and leading large human annotation teams at global scale.
25 years in AI and technology leadership, delivering data sourcing, annotation, and model evaluation outputs using large human teams.
Executive with 12 years routinely leading multiple thousand FTE annotation projects for FAANG companies.
For sovereign governments, energy companies, and enterprises who cannot route data through US or Chinese infrastructure — the UAE is the answer.
A non-US, non-China AI data hub serving sovereign models, oil & gas, legal, and enterprise clients worldwide.
We can architect 100% UAE-localized pipelines and workflows for RLHF, annotation, and human-feedback loops for AI automation and AI agents in scalable ways that allow the UAE to become the primary non-US data hub for any company worldwide needing such services.
We're partnering with a small number of strategic investors. If you're building or backing the future of AI, let's talk.