Domain experts for RLHF, red-teaming, hallucination grading, and model evaluation workstreams.
B2B surveys and expert calls with IT decision-makers, CISOs, CTOs, and DevOps leads.
Moderated sessions with verified enterprise software users for product development and roadmap validation.
Operator interviews and buyer surveys in new geographies or verticals before a go-to-market motion is committed.
Credential-verified domain experts, current or recently practicing, not crowd workers applying a rubric
IP ownership, NDA coverage, participant anonymisation, and human-in-the-loop traceability built in from brief stage.
IT decision-makers, CISOs, MLOps engineers, and DevOps leads, verified B2B recruitment, not consumer panel approximations.
Legal, financial, medical, engineering, and industry-specific practitioners across verticals and geographies.
Domain practitioners recruited and credential-verified for AI evaluation or B2B research briefs.
For multi-language model evaluation and multi-market B2B research.
Verified enterprise technology buyer samples for GTM, pricing, and perception research.
Structured reporting for multi-project programmes
Moderated in-depth interviews with verified domain experts or enterprise software users.
Ongoing domain expert engagement for RLHF, red-teaming, and fine-tuning programmes
Vetting covers credential review, role verification, and domain-specific screeners.
Rights, licensing terms, and participant anonymisation requirements are scoped at the brief stage and documented in the engagement agreement.
Yes. Both are handled through the same engagement process: brief, feasibility, recruitment, delivery.