Synthetic demonstration

Every demonstration on this page uses synthetic data and simulated annotators — no real data, no real clients, no real people.

This demonstration uses entirely synthetic data and simulated annotators. It shows how our evaluation process works — it does not show results on real data, real annotators, or real client work. No human annotators participated. Agreement figures shown are internal process measurements, not product accuracy, not guarantees, and not transferable to any real engagement. Primwright Enterprise does not currently offer these services commercially.

Primwright Enterprise Demonstrations

Watch the method work.

We demonstrate our evaluation methods on synthetic data — fictional scenarios, simulated annotators, planted defects — so you can inspect the procedurebefore you ever trust us with real work. These demos show how we work. They do not show results on real data, and they make no claims about quality, accuracy, or scale.

Try the interactive demos

Nothing here is a customer result. Validated revenue from Enterprise services: $0.

01Interactive · Synthetic

Three demonstrations, hands on.

Each demo runs in your browser against synthetic data. Vote, score, filter — then reveal what the procedure does with your input.

Demonstration 05

Pairwise preference evaluation

Vote on four synthetic response pairs, then reveal the method view: how preferences are recorded with their basis, and how a both-defective pair becomes an adjudicated tie.

  • Interactive
  • 4 pairs
  • Adjudication
Open demo

Demonstration 06

Rubric development walkthrough

Score three synthetic responses against an unanchored dimension, then against the anchored version with worked examples. Feel what an anchor does — then see the versioning discipline.

  • Interactive
  • Score & re-score
  • G1.0 → G1.1
Open demo

Demonstration 07

QA audit dashboard

Filter a synthetic QA audit by batch, defect type, and reviewer. Error-rate estimates with the method stated — and the bad news on the record: a failed gate, a fallible reviewer.

  • Interactive
  • Filterable
  • 60 units
Open demo

02Guided walkthroughs

Four more procedures, walked through live.

Four additional synthetic process walkthroughs exist as guided, narrated demonstrations — shown live in a scoping conversation, not published as self-serve pages. Ask about any of them when you request a pilot.

  • Demo 1 — Classifier benchmarkThe classification procedure end to end: taxonomy, blind qualification with a failing judge excluded, calibration, and a guideline amendment.
  • Demo 2 — Rubric adjudicationRubric-scored synthetic responses with a disagreement escalated to adjudication and a binding ruling citing rubric sections.
  • Demo 3 — Bilingual stressThe same taxonomy applied to English and Arabic items, per-language-slice agreement, and in-language qualification.
  • Demo 4 — Dataset QA auditA stratified audit of a synthetic labeled dataset with planted defects — findings reported as found, including negative ones.

Like the interactive demos above, these use entirely synthetic data and simulated annotators, and are shown under the same caveat.

→Next step

Seen the method? Scope a pilot.

Demonstrations show the procedure. A pilot applies it to your problem — scoped in writing, measured throughout, reported honestly.

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