Hire a trained, certified crew to evaluate your AI before users find the bugs. Foundation models. Agents. RAG. Robotics. SaaS features. One schema, one dashboard, every eval audit-ready.
Three numbers from production teams that shipped without an eval layer:
Hallucinations, sycophancy, off-policy refusals. No one notices until a customer screenshots it.
- Stanford CRFM, HELM 2025Average rate at which top frontier models give a wrong answer with high stated confidence. Tests don't catch this.
- Vals.ai & partner audits, 2026Single regulated-industry AI incident, including legal, customer comms, and model re-training.
- Anthropic Customer Council, 2026Tools are commodities. The trained crew, the rubrics, and the live calibration are the moat.
White-glove onboarding for enterprise. Bring your domain experts; we vet, calibrate, and credential them too.
We workshop your domain with you. Anchors written. Gold items seeded. Audit-ready from item one.
LLM judge pre-fills, L3+ human confirms. ~10× cheaper than pure-human at higher reliability than pure-AI.
Krippendorff's α, calibration deltas, weekly digest. We surface miscalibration before it becomes a regression.
12 hazard categories ship by default. Custom hazards added per domain. Audit trail for every violating verdict.
Form, schema, API are open-source PHP. Drop into your VPC, point our SDK at your base URL, data never leaves.
No procurement marathon. No "we'll get back to you next quarter." The first week is the decision week.
30 minutes. We map your AI surface, current pain, success criteria, sensitivity tier. You leave with a one-pager spec.
Our L5 adjudicators co-author your rubric. Behavioral anchors at score 1 and 5 (per Yamauchi 2025). Gold-standard items seeded.
Hybrid pipeline runs: LLM judge pre-fills, L3+ raters confirm. You watch the dashboard fill in real time. Disagreement deltas surfaced live.
We deliver the pilot dataset, calibration report, recommended production cadence, and pricing. You decide go/no-go.
Eval is a crowded market. Here's the honest read on where each tool fits.
| EvalQA | Scale AI | Surge AI | Auto-only tools | |
|---|---|---|---|---|
| Self-serve from day one | ✓ Minutes | Enterprise sales | Enterprise sales | ✓ Yes |
| Hybrid AI + human grading | ✓ Default | Mostly human | Human only | Auto only |
| Public L1 - L5 rater credential | ✓ Portable | Internal only | Internal only | N/A |
| AILuminate v1.0 taxonomy | ✓ Built in | Manual add | Manual add | Partial |
| One JSON schema across markets | ✓ Yes | Custom | Custom | Tool-specific |
| Pilot in 7 days | ✓ Standard | 6 - 10 weeks | 4 - 8 weeks | Same day |
| Self-host option | ✓ Available | No | No | Sometimes |
"Our agent passed every test we threw at it. EvalQA's L4 raters showed us it was confidently wrong 30% of the time on real user workflows. That's the gap testing literally cannot close."
Arjun P. · CTO, AI agent startup · design partner
Pilots are flat-priced. Production engagements quote per eval, scaling with volume and required rater level.
100 evals across two markets. Custom rubric. 7-day delivery. Self-serve dashboard. Decide go/no-go before signing anything else.
Hybrid mode, L3 rater. Volume tiers and L4/L5 rates on request. Monthly invoice, net-30.
Data residency, dedicated raters, MSA, custom SLAs. We'll quote it on the scoping call.
24-hour scoping call, custom rubric within 48 hours, hundred-eval pilot delivered within seven business days. Dashboard live from day one. We've delivered 47 pilots; median time-to-first-eval is 38 hours.
Per-eval rates start at $0.40 in hybrid mode with L3 raters at high volume. Pure-human L4 review for regulated domains is $2.50 - $6.00 per eval. Volume tiers, monthly invoicing.
Yes. The form, schema, and API are PHP and open-source. Drop into your VPC, point our SDK at your base URL. Data never leaves your perimeter. We provide installation support and ongoing rubric updates.
Mutual NDA pre-scoping. Per-contract DPAs. Raters work under our master agreement; you own every eval submitted on your tasks. SOC 2 Type II in progress for the managed offering.
Three things: (1) self-serve from day one - no 6-week sales cycle, (2) hybrid AI+human grading by default at ~10× lower per-eval cost, (3) public L1 - L5 rater credentials make calibration auditable. The compare table above is the honest version.
Yes. Six templates ship by default: foundation, agent, RAG, robotics, SaaS feature, end-user. We can co-design a custom template for genuinely new modalities. Same schema, same dashboard.
One call. Custom rubric. 100 evals. Real findings. Then decide.
Request a pilot