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Use caseDesignManufacturingQuality assurance

Using AI to compare product specifications against PRDs and acceptance criteria before drawing release

Product specifications created by design teams were checked item by item against PRDs, acceptance criteria, and safety standards. AI detected missing requirements and inconsistent thresholds with evidence before drawing release.

ININDX Editorial TeamProduct Team||7 min read
Design review workbench with product prototypes, drawings, and precision tools

"The specification is finished, but are we sure it covers every PRD and acceptance-criteria requirement?" This concern is familiar to design and QA teams, so we used INDX Compliance to solve it in practice. This article walks through the real product screens.

Background

Why comparing specifications against requirements is so hard

A product design team was about to perform a final review of product specification v0.9 just before drawing release. They had designed against the product requirements document (PRD), but at the review table they still had to check one item at a time to see which requirement was reflected where in the specification.

Numerical requirements such as operating temperature, power consumption, and communication specifications are scattered across different pages. When acceptance criteria, safety standards, and internal design standards also need to be checked,manual comparison across multiple documentstakes hours. If an omission is found after drawing release, it can directly cause major rework through a design change.

Challenges encountered

  • Manually comparing the PRD and specification item by item took two full days
  • Missed requirements led to post-release rework and design changes, increasing cost
  • Threshold checks such as temperature and power were person-dependent, with risk of missed inconsistencies
  • It was difficult to trace which decision was made for which requirement, making audits time-consuming
01What we tried

Just describe what you want checked in plain language

First, we did not configure anything difficult."Check whether this specification satisfies the PRD, acceptance criteria, and safety standards."We entered that in the same language someone would use with a manager. The AI then automatically assembled the procedure, or review viewpoints, to check.

app.indx-compliance.com/start/draft

Your instruction, in plain language

"Check whether product specification v0.9, before drawing release, satisfies the product requirements document (PRD), acceptance criteria, and safety standards. Flag missing requirements and threshold inconsistencies with evidence."

AI generated the review workflowdraft · 4 steps
  1. 01Import requirements and standards

    Ingest the PRD, acceptance criteria, safety standards, and internal design standards

  2. 02Evaluate conformity by specification item

    Compare specification statements and thresholds against each requirement one by one

  3. 03Verify decision evidence and confidence

    Confirm that the cited PRD clauses and thresholds exist

  4. 04Final human review

    Route only needs-review and non-compliant items to Design and QA

Screen 1From a natural-language instruction, AI generated a four-step workflow: import requirements, evaluate conformity by specification item, verify evidence, and route final review to humans. Just review the contents and save.

No programming knowledge or complex rule setup is required. You can inspect and edit the generated workflow, then reuse the same review viewpoints as often as needed.

02What we tried

Run it to see pass/fail results for each requirement, with evidence

After saving and running the workflow, the AI checks whether the specification satisfies each PRD requirement one by one. The results are consolidated on this screen. The key point is thatevery decision always includes which document and condition support it. Tap a row and the source evidence opens in place.

app.indx-compliance.com/runs/run_shiyousho-v09
Specification conformity checkProduct specification v0.9v0.9

Compared against PRD / acceptance criteria / safety standard (IEC 62368-1) / internal design standards

Product Specification vs. Requirements Conformity Check

Run on 2026-05-12 | 8 review points

Evidence included

4

Pass

3

Needs review

1

Non-compliant

Pass 50%
  • Evidence for the decisionProduct Requirements Document (PRD) 3.2 p.5

    For the guaranteed operating environment,the operating temperature range must be -20℃ to 60℃. Operation outside this range is excluded from warranty coverage.

    Checked standard
    Product Requirements Document (PRD) 3.2
    Source-text match
    Potential conflict with specification
    AI confidence
    86%

    Specification v0.9 states 0℃ to 50℃, which does not meet the PRD temperature range. Requirement not met.

Screen 2A list of 4 pass / 3 needs review / 1 non-compliant items. Tap any row to open the highlighted PRD or safety-standard source text behind the decision, along with the inconsistency reason. You can try tapping rows directly.

This time, the AI found "the operating temperature range stayed at 0-50℃ in the specification, short of the PRD requirement of -20-60℃". This unmet requirement would be costly if found after drawing release because it could trigger a design change. INDX detected a numerical inconsistency that is easy to miss in manual review, with evidence, before release.

03What we tried

Humans review only needs-review and non-compliant items, then finalize

The 4 items the AI marked as pass can be cleared quickly because evidence is attached. Humans spend judgment ononly the 4 items that need attention: 3 needs-review and 1 non-compliant item. The specification reviewer returned the non-compliant temperature-range item to Design, reran the corrected specification v0.91, and finally approved and finalized it.

app.indx-compliance.com/runs/run_shiyousho-v09/review

Final review (human approval)

Non-compliantOperating temperature range must meet PRD requirements

The PRD requires -20-60℃. Specification v0.9 only states 0-50℃, so the requirement is not met. Return to Design.

Humans review only the 4 needs-review and non-compliant items.The 4 passed items can be cleared with evidence, so reviewers can focus on judgment.

Tamper-resistant audit log

  1. 10:14AI

    Assessed 8 review points (4 pass / 3 needs review / 1 non-compliant)

    hash c2a7…4f

  2. 10:32Specification reviewer - Yamada

    Returned operating temperature range to Design for inconsistency with PRD requirements

    hash e9b1…7a

  3. 13:05Design engineer - Suzuki

    Updated the temperature range to -20-60℃ and reran specification v0.91 -> pass

    hash f4d3…2c

  4. 13:06Specification reviewer - Yamada

    Approved and finalized all items (drawing release approved)

    hash a8e0…55

Screen 3Left: humans review only items requiring action. Right: every operation, from AI decisions through human approval and returns, is automatically saved in a tamper-resistant log.

All operations and decisions are recorded in a tamper-resistant audit logYou can fully trace who decided what, when, and based on which evidence, so it can be used directly for quality audits and design-change history management.

Outcome

Result: two-day specification review reduced to half a day

A conformity check that had taken two full days manually was completed from viewpoint preparation to final approval inhalf a day. Most importantly, it caught a temperature-range requirement gap before drawing release that manual review had missed, which gave the reviewer the most reassurance.

2 days -> half day
Specification review time

From setup to approval

100%
Decisions backed by evidence

Check the relevant PRD item instantly

4 / 8
Items requiring human review

4 passed items cleared quickly

Key points from this case

  • Review setup uses plain-language instructions only. No specialist setup knowledge or programming is required.
  • Every pass/fail decision includes source evidence from the PRD and safety standards, so humans can verify it instead of trusting AI blindly.
  • Humans review only needs-review and non-compliant items. They can focus on judgment and avoid missing numerical inconsistencies.
  • Operations and decisions remain in tamper-resistant logs and can be used directly to explain quality audits and design-change history.
Summary

Specifications, design standards, applications: benchmark-document matching follows the same pattern

This example used a product specification, but INDX Compliance works the same way across use cases. Provide the benchmark documents, such as the PRD, acceptance criteria, safety standards, and internal design standards, together with the document you want checked, then compare them with evidence. Internal policy consistency checks, contract reviews, application-deficiency checks, and any other work that involves matching against rules can use the same workflow.

Try it in your workflow,starting with one document.

Bring a policy, contract, or application document, and we will demo the actual judgment screen. Closed-network and on-premise deployments are supported.

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