Primwright Enterprise
AI Response & Model-Output Evaluation
Pilot-scoped service · Evaluation only — we don’t train models
Independent evaluation of what your models actually produce — scored and ranked against rubrics you approve, with rationales you can audit.
What it is
Judgment you can inspect.
You bring prompts and model responses; we evaluate them. Two methods, chosen per question: pairwise preference evaluation — ranking two or more responses per prompt, RLHF-style — and rubric-based evaluation — absolute scoring on anchored, multi-dimension rubrics.
Every judgment carries a written rationale, and every evaluation carries agreement measures across raters — so you can see not just the scores, but how much the judges agreed.
Deliverables
What you receive
- Evaluations with per-judgment rationales, in CSV or JSONL
- The rubric or ranking guideline used — versioned, with worked examples
- Agreement report: inter-rater measures, adjudication log
- QA report and acceptance review against criteria agreed up front
Process
How a pilot works
Rubric co-design
We draft or refine the evaluation rubric with you — dimensions, scale anchors, examples — and agree it in writing.
Rater qualification
Raters qualify against a scored test on your rubric before touching production items.
Calibration
A calibration batch is double-evaluated and adjudicated; the rubric is revised where judges genuinely disagree.
Production evaluation
Production judgments with reviewer sampling and adjudication of disagreements.
Delivery and acceptance
Evaluations, rationales, and agreement report delivered for your acceptance review.
Scope and limits
What this service does not include — stated up front, so there are no surprises in scoping:
- Evaluation only — we do not train, fine-tune, or deploy models.
- Findings are only as good as the rubric — we co-design and calibrate before scoring, and we will tell you if a question can’t be rubric-scored reliably.
- English and Arabic only; no regulated data.
- No guaranteed accuracy figures; acceptance criteria are agreed per pilot.
Related services
Next step
Start with a scoped pilot.
Tell us about your project. We review every inquiry against our scope — if it’s a fit, we schedule a scoping conversation.