For model, safety and product teams
Have your model graded by people licensed to do the job.
A fluent answer about dosage or tax law needs a nurse or an accountant to judge it, not a general annotator. Ours hold an active council registration, checked on the public registry.
Request a sample reportFive things you can order.
Evaluate · TrainAI in productionAssistant evaluationEvery answer graded for correctness, completeness and risk.You get: scored set and failure report
Before launchRed teamingStructured attempts to make the model fail, leak data or give dangerous advice.You get: attack log with severity
Every releaseBenchmarks and gold setsExpert-written prompts and reference answers to measure each version.You get: versioned gold set
SFTFine-tuning dataExpert-authored demonstrations of how a great answer looks in your domain.You get: prompt and response pairs
RLHFPreference dataPairwise rankings with written rationales from calibrated raters.You get: rankings with agreement
Domains
Where the pool is deepest today.
Need a profession not listed? We recruit and verify for new domains on demand.
| Domain | Verified experts | |
|---|---|---|
| Healthcare | COREN · CRM | 35 |
| Legal | OAB | 20 |
| Accounting and tax | CRC | 15 |
| Engineering | CREA | 25 |
| Financial services | Vetted professionals | 10 |
| General evaluation | Trained raters, many bilingual | 120 |
Sample report
What lands on your desk.
Scores per rubric, every failure with a real example and a severity, the rater agreement behind it and what to fix first. Raw data in JSONL or CSV.
Request the full sample report →Evaluation reportIllustrative
Member support assistant · Health plan, Brazil400 cases · 3 raters each · Inter-rater agreement 0.81
82%Correct
74%Complete
3.1%High-risk answers
11%Should escalate
| Finding | Severity | Cases |
|---|---|---|
| Suggests dosage without asking patient weight | High | 7 |
| Quotes waiting periods that contradict ANS rules | Medium | 12 |
| Does not hand off to a human on urgent symptoms | Medium | 9 |
| European Portuguese terms confuse members | Low | 21 |
Example · reviewer note“The answer is fluent but applies a 180-day waiting period to an emergency. Under ANS rules the limit is 24 hours.” Registered nurse, COREN verified
How a run works
A pilot in weeks, not quarters.
- Step 1ScopeYour use case, the risks that worry you and what a good answer looks like.
- Step 2Team and guidelinesA calibrated team for your domain, with the rubric and case set agreed with you.
- Step 3Evaluation or data workMultiple raters per item, reviewed by a domain lead, agreement tracked daily.
- Step 4Report and scaleFindings walked through with your team, then a plan to scale volume.
Tell us which experts your model is missing.
An English-speaking project lead replies with a proposed team, rubric and timeline, and a sample report under NDA.