Preparation is a proposal.
Not a permission to proceed.

NyayaDesk uses separate model families to prepare and check AI work. It keeps model review distinct from source verification and human approval.

Discuss your workspace

Review the reasoning, not just the wording.

Independent model review challenges the proposed draft against its sources. People inspect the findings, resolve missing facts and decide what can stand behind the final response.

Fictional reviewer comparing a proposed document with revised wording and an unsupported-statement annotation on screen.
Illustrative review workflow, not an application screenshot.

Watch the checker challenge the draft.

Follow one unsupported inference from proposed wording to a narrower response. The correction does not replace human legal approval.

Inspect the revision.

Draft verification
Version 2 · proposed wording

“The notice was received on 8 February.

Source attached

Dispatch register · p. 2 records dispatch. Does the proposed sentence go further than the evidence?

Fictional example · curated product view
1

Maker

Prepares an answer, analysis or draft from the available material and task instructions.

Proposed work
2

Checker

A different model family examines the work. Findings can trigger revision, escalation or a blocked result.

Independent challenge
3

Human

Confirms facts, inspects the reasoning and performs the approvals and legal acts reserved to people.

Accountable decision

Show what the check
actually changed.

Inspect this fictional wording. The checker questions the unsupported inference, not just the style of the answer.

Inspect the revision.

Draft verification
Version 2 · proposed wording

“The notice was received on 8 February.

Source attached

Dispatch register · p. 2 records dispatch. Does the proposed sentence go further than the evidence?

Fictional example · curated product view

Illustrative product interaction · independently fictional content, not a live matter.

Checking has visible states.

A streaming draft is marked as being checked. Citations and action cards become usable after the Checker passes. A failed check gives a reason rather than quietly passing through.

  • Stop, retry and edit without silently losing earlier versions
  • Sources and review findings stay inspectable
  • Confirmed actions run under the person’s permissions

A model does not swear a fact.

An unknown fact needed for a sworn statement blocks approval until it is confirmed, corrected or removed. Version-bound legal approval cannot be replaced by a clean model review.

Models can still be wrong. NyayaDesk does not promise error-free legal work or a predicted litigation outcome.

Learn from confirmed mistakes.

Versioned lessons capture confirmed mistakes for future Maker runs. Review history belongs to the system’s audit record, rather than disappearing into an untraceable prompt.

Read the product guide

Bring the whole matter into view.

Explore NyayaDesk for your organisation’s records, people and review process.

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What is Maker/Checker AI review?

One model family prepares the work and another examines it. Findings can lead to revision, escalation or a blocked result. This is independent model review, not a guarantee of correctness or a substitute for human legal approval.

Understand trust and limitations