ZynoviqZynoviq✕
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How it works

The AI boundary

Our product is human judgment, checked and certified. If AI wrote or certified our answers, our tests would inherit the same blind spots as the systems we test. So the rule is simple: AI never sets, changes or certifies professional ground truth. People write, solve, review and certify every answer.

A professional thinking over paper notes

Where software helps — and where it never does

AI never sets, changes or certifies professional ground truth. People write, solve, review and certify every answer. Our software routes work and runs fixed, rule-based checks (formats, completeness, duplicates). Marking of your AI is rule-based and human today; AI-assisted marking of free text is planned, opt-in and always checked by people.

TaskWho or what does itStatus
Writing scenarios and expected answersQualified professionalsAlways people
Solving, reviewing, adjudicating and certifying answersQualified professionalsAlways people
Setting, changing or certifying ground truthNever AI, never softwareAlways people
Routing work to solvers, reviewers and adjudicatorsWorkflow softwareFixed rules, no AI
Format, completeness and duplicate checksRule-based checksFixed rules, no AI
Scheduling tasks and runsWorkflow softwareFixed rules, no AI
Marking structured fields of your AI's outputRule-based marking engineIn use today
Marking free-text reasoningQualified professionalsIn use today
AI-assisted marking of free textAI, always checked by peoplePlanned — opt-in per customer

What our evaluation work runs on

We runWhat it does
A web workbenchWhere professionals receive tasks and write cases, answers and reviews
Rule-based checksFormats, completeness, duplicates, signs of real data — fixed rules, no AI
A workflow engineRoutes cases to second solvers, reviewers and adjudicators
A secure vaultStores certified answers and keys, encrypted and access-logged
A marking engineCompares structured answers with the certified key, field by field
Reports and deliveryReport cards, data files, licences

What this business does not run

  • No GPUs
  • No AI model training or fine-tuning
  • No hosting of AI models
  • No AI agents deployed for customers
  • No AI grading of answers today — see the planned, opt-in option below

Where AI appears at all

Only your AI, on your systems, when we test it. For preference data, the candidate answers may come from a customer's own AI model, run through the customer's own account and budget, never a model we run. Preference data. The one planned exception is opt-in AI-assisted marking, described below.

Why this is a promise about this business

Zynoviq also has a separate Enterprise AI division that builds and deploys AI products. This business has separate delivery teams, no one works on both, and we never test, grade or produce data for the division's products. How we stay separate · Conflict-of-interest policy.

Planned: AI-assisted marking — opt-in and human-checked

Today, marking is rule-based for structured fields (exact match for yes/no answers and codes, a ₹1 tolerance for amounts, the key legal section required) and qualified professionals mark free-text reasoning.

We plan to offer AI-assisted marking of free-text reasoning as an option. It is not available yet. When it is:

  • Opt-in per customer. It is used only if you choose it; otherwise marking stays rule-based and human.
  • Calibrated against human markers. Professionals review every case where the AI marker and a human disagree, plus a sample of the cases where they agree.
  • Agreement reported. The agreement rate between AI-assisted and human marking is stated in your report.
  • Never the source of truth. It only compares your AI's output with an answer people have already certified. It never writes, changes or certifies an answer.

The core promise does not change: AI never sets, changes or certifies ground truth, and this business owns no GPUs. Any other use of AI, for example clerical help such as checking a case's formatting, would be disclosed in the provenance of the records it touched. How we keep contributors from pasting AI answers: human-certified means a human did it.

The AI boundary: questions people ask

Does Zynoviq own GPUs or AI models for this work?+

No. This business owns no GPUs and trains, hosts or deploys no AI.

Doesn't Zynoviq build AI products?+

Zynoviq's separate Enterprise AI division does. This business has separate delivery teams, no one works on both, and we never test, grade or produce data for that division's products. How we stay separate.

Will you ever use AI in your process?+

AI never sets, changes or certifies professional ground truth. Marking of your AI is rule-based and human today; AI-assisted marking of free text is planned, opt-in and always checked by people. Any other use, such as clerical help with formatting, would be disclosed.