Primwright Enterprise
Measure what your AI actually does.
Primwright Enterprise helps organizations adopt AI responsibly and evaluate AI systems rigorously: workforce training that builds real judgment, and data/evaluation services that measure model behavior with documented methods.
What we do
Training and measurement, done honestly.
Two practices, one discipline: defined guidelines, qualified evaluators, measured agreement, and a QA report with every delivery.
Services
What Enterprise offers.
AI Data
Human text labeling against a defined taxonomy — with a versioned guideline and a QA report.
AI Evaluation
Independent evaluation of your model outputs — scored against rubrics you approve, with auditable rationales.
Response evaluation → · Pairwise preference → · Rubric-based scoring → · English / Arabic evaluation →
Quality Assurance
An independent audit of your dataset or model outputs — defect taxonomy, error-rate estimate, and remediation guidance.
Workforce Training
Practical AI training for teams — literacy, role-specific sessions, responsible use, and prompt and workflow training.
How a pilot works
Four stages. No shortcuts.
Fit conversation
A short conversation to check fit — the right service, a plausible volume, and data we can handle. Out of scope? We say so plainly.
Scoped pilot proposal
A written proposal — task definition, guideline or rubric, QA plan, and explicit acceptance criteria — agreed before production work begins.
Execution with QA
Guideline → worker qualification → calibration → production → reviewer sampling → adjudication. Every delivered unit traces to the guideline version that governed it.
Acceptance and delivery
A QA report with agreement measures and an adjudication log, then your acceptance review. Retention and deletion follow the agreed terms.
Scope and limits — stated up front
- Text only — we do not offer image annotation at scale.
- English and Arabic — we do not offer other languages.
- No regulated data — no health, financial, legal-privileged, or otherwise regulated datasets.
- No safety/red-team evaluation and no 24/7 operations.
- No domain-specialized annotation (medical, legal, financial) without separately qualified reviewers.
- We hold no SOC 2, ISO 27001, HIPAA, or other security certifications. Pilot-grade handling controls are described under NDA during scoping.
- No guaranteed accuracy figures, turnaround times, or SLAs — acceptance criteria are agreed per pilot, in writing, before work begins.
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.