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Using AI to Generate Three Structurally Distinct Options for Code Changes Impacting Audit, Permissions, or Workflow

A developer uses an AI agent to generate three structurally distinct options with explicit trade-offs before making code changes that affect audit trails, permissions, or workflows in an ERP system. This approach helps avoid costly rework by enabling better decision-making upfront, improving traceability and operational outcomes.

May 27, 2026, 12:00 PM

StagePRODUCTION

Priority score8

Verification score10

Back to Use Cases Open source discussion

Executive Summary

ResultAvoided a week of rework and three hours of manual investigation by choosing a better option with strong audit traceability; improved decision-making quality and reduced...

Implementation ComplexityMedium effort

Best forEnterprise Resource Planning (ERP) / Software Development / Developer / Software Engineer / Custom AI agent integrated with AskUserQuestion interface

Primary Outcome8/10

Priority score

10/10Verification score

PRODUCTIONStage

Time savedROI type

Verdict

High-value case for teams facing a similar time saved problem. Implementation effort is medium effort, so it is worth prioritizing when the workflow pain is recurring, measurable, and owned by a team that can execute.

Should You Care?

Yes, if

Worth considering if Enterprise Resource Planning (ERP) / Software Development is already losing value to this problem.
Move faster if time saved is measurable in your current operation.
Relevant when the task is close to: Requesting AI-generated three distinct options with trade-offs before coding to i...

No / wait, if

Pause if this limitation applies: Pattern applies only to changes affecting system transitions with business-side trace (audi...
Wait if ownership, compliance, or implementation capacity is unclear.

Implementation ComplexityMedium effort

Estimated deployment: 3-8 weeks

Deployment timeline

ResearchPilotProductionScaling

Best Deployment Fit

Production teamsEnterprise Resource Planning (ERP) / Software D...Developer / Software EngineerCustom AI agent integrated with AskUserQuestion interfaceLocal-only / low-volume operation

Implementation Risks

Pattern applies only to changes affecting system transitions with business-side trace (audit, permission, workflow)
not suitable for purely technical decisions like database indexing or code signatures.

Source context

Michel Faure • Dev.to

Who used AI

Developer (Michel Faure)

Industry

Enterprise Resource Planning (ERP) / Software Development

Role

Developer / Software Engineer

Tool / model

Custom AI agent integrated with AskUserQuestion interface

Maturity

Repeatable

ROI type

Time saved

Implementation effort

Medium effort

Context

Making code changes in an ERP system that impact audit, permissions, or workflow, where incorrect decisions lead to costly rework and poor traceability.

Task solved

Requesting AI-generated three distinct options with trade-offs before coding to improve decision quality and reduce rework.

Tools

AI agent providing three options via AskUserQuestion interface

Result

Avoided a week of rework and three hours of manual investigation by choosing a better option with strong audit traceability
improved decision-making quality and reduced operational risk.

Analyst Notes

Main challenge: Pattern applies only to changes affecting system transitions with business-side trace (audit, permission, workflow); not suitable for purely technical decisions like database inde...
Implementation effort: The technical piece is only part of the work; the harder question is whether AI agent providing three options via AskUserQuestion interface can be owned, monitored, and reconciled in production.
Practical read: Best read as a medium effort operational change with ROI upside when the pain is already measurable.

Source review

Open the original discussion for implementation details, constraints, and team context.

Open source discussionPublished: May 27, 2026, 12:00 PM

Opening the operator briefing

Using AI to Generate Three Structurally Distinct Options for Code Changes Impacting Audit, Permissions, or Workflow

Yes, if

No / wait, if