Human Eval Cloud · Founder proof
AI products need more than synthetic benchmarks.
Describe the decision. 8x plans the study, matches the right humans, gathers traceable evidence, closes confidence gaps, and returns the next move.
The orchestration loop
Observed work becomes decision evidence.
AI proposes. Policy governs. Operators intervene where evidence or authority runs out.
- 01
Request
Name the product decision, cohort, constraints, and stop rules.
- 02
Plan
Turn the brief into versioned missions, rubric, risks, and evidence needs.
- 03
Match
Assemble an eligible cohort from consented, observed work.
- 04
Mission
Collect structured product evidence with contextual consent.
- 05
Evaluate
Trace findings and contradictions to frozen evidence versions.
- 06
Adapt
Commission bounded follow-up only when deterministic policy permits.
- 07
Decide
Return a recommendation, limitations, confidence components, and next test.
Executable wedge