AI Development Workflow Audit
Use AI coding tools without losing control of your codebase.
AI coding tools can accelerate useful work, but they can also create unclear diffs, weak validation, hidden repo risk, and decisions no one can confidently own.
The AI Development Workflow Audit gives teams a bounded way to inspect the workflow before more AI-generated code is trusted.
Problem
AI coding tools create speed and risk
The same tools that make code appear quickly can also blur ownership, review depth, validation evidence, and release judgment.
- changes arrive faster than a human can review them
- task boundaries shift while the code keeps expanding
- tests do not prove the behavior the team actually needs
- repo structure becomes harder to explain after multiple agent passes
- no one can clearly say what is safe to trust next
- the team keeps prompting instead of making a grounded technical decision
Offer
AI Development Workflow Audit
A focused audit of the codebase workflow around AI-assisted development: what is being changed, how it is reviewed, what evidence supports trust, and what should happen next.
This is the only public AI development service currently presented by WinMedia. The audit does not promise implementation work. It creates a clearer decision point for the team.
What the audit reviews
The audit looks at the system of work around the code, not just isolated snippets.
- current AI-assisted development workflow
- repo structure, ownership, and change boundaries
- prompt-to-code handoff patterns
- review gates and human decision points
- test coverage, validation evidence, and known blind spots
- release-readiness signals and unresolved risk areas
- documentation needed for a human owner to make the next decision
- places where AI tooling is increasing ambiguity instead of reducing it
What the audit delivers
The deliverable is a written decision aid, not a promise to take over the build.
- written audit report
- workflow risk map
- repo and review-readiness findings
- validation and test-gap notes
- prioritized next-step recommendations
- clear boundaries around what should not be trusted yet
Who it is for
The audit is for teams that need enough technical clarity to make the next responsible decision.
- founders and product owners using AI coding tools
- small teams with AI-generated changes that are hard to review
- technical owners who need a clearer workflow before more code is added
- teams preparing to decide whether current AI-assisted work is trustworthy enough to continue
Who it is not for
The audit stays intentionally bounded so the public offer remains clear.
- teams looking for a build vendor
- organizations seeking open-ended advisory work
- requests centered on marketing automation or generic AI strategy
- projects that need emergency production support
- teams seeking a guarantee that existing code is safe to ship
What the audit does not include
These boundaries protect the audit from turning into an implied implementation or production-support offer.
- implementation services
- production deployment
- emergency incident response
- security certification
- legal, medical, financial, or regulated professional advice
- secret handling, credential transfer, or production account access
- a guarantee that AI-generated code is correct, complete, or safe
Payment terms
Payment terms are confirmed after intake and before audit work begins.
- Audit work is scoped before payment is requested.
- Payment is due before the audit begins.
- The audit is currently framed around a $1,250 fit decision unless a different scope is agreed in writing.
- The intake form does not create a client relationship or reserve audit time.
What happens after the audit
After the audit, you receive a written report and practical next-step recommendations. If implementation support becomes appropriate later, it will be discussed separately. Implementation services are not currently part of the public offer.
Request an AI Development Audit
Use the intake form to describe the codebase, workflow, AI tooling, and decision you need the audit to support.