Computer Vision Audit and Code Review
A structured technical review of a computer vision pipeline, with findings and prioritized recommendations. The review identifies strengths, risks, and technically appropriate next steps.
Audit Use Cases
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A CV feature built with AI tools or pre-trained models performs poorly in production
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The product needs image processing or detection, but the team lacks CV know-how
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The current technical approach requires an independent assessment of suitability and complexity
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The computer vision component keeps delaying production deployment
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An inherited CV system requires an architecture and code assessment
Audit Scope
The exact scope depends on the package. Depending on your selection, the audit can cover the following areas:
Compare Audit Packages
Each package suits a different situation. If you are unsure which fits, we are happy to help you choose in an introductory call.
Focused Review
5 business days
An asynchronous code review of a computer vision system with a defined written output. You share access, we review, you get a written report with clear findings and recommendations.
- Structured written report: architecture assessment, risks, and prioritized recommendations
- One round of written questions and answers for clarifications
Best if:
You want a quick expert opinion on your CV system
Deep Audit
2 weeks
We assess your computer vision pipeline in detail, starting with a kickoff call. You receive a comprehensive report, followed by a meeting to discuss the findings.
- 60-minute kickoff call to understand your system, goals, and specific concerns
- Comprehensive written report: architecture, performance, code quality, deployment readiness, risks, and prioritized recommendations
- Architecture diagrams for recommended improvements
- 60-minute review call to walk through findings
- One round of written follow-up questions and answers after the review call
Best if:
You have a complex system or specific technical challenges you want to discuss in depth
Technical Strategy
2-3 weeks
A comprehensive assessment of your CV system combined with a concrete implementation roadmap your team can execute. We identify what needs to change and lay out exactly how to do it.
- 60-minute kickoff call to understand your system, goals, and constraints
- Comprehensive system assessment: architecture, performance, code quality, and risks
- Architecture diagrams for recommended improvements
- Detailed implementation roadmap: specific tasks, priority order, effort estimates, and technical specifications
- Technology and approach recommendations for each item
- 60-minute review call to walk through findings
- 60-minute roadmap walkthrough call
- One round of written follow-up questions and answers
Best if:
You want a complete assessment and a project plan your team can follow to improve or rebuild the CV parts
Vibe-Code Cleanup
2-3 weeks
We review CV pipelines built with AI tools or without dedicated CV know-how, identify structural problems, and use the included refactoring time to address the highest-priority issues.
- Code review and written assessment of structural issues
- Up to 20 hours of refactoring and cleanup work (delivered as merged PRs)
- Summary of changes made and remaining items
Best if:
Your CV code was vibe-coded or built by non-CV engineers and has become hard to maintain, extend, or debug
How It Works
Book an Introductory Call
Pick a package that fits your situation and book an introductory call to discuss your needs.
Grant Access
You'll receive a brief questionnaire and instructions for granting secure access to the code and system.
Review
We conduct the audit, analyzing your architecture, code, and pipeline.
Handover
You receive your deliverables within the specified timeframe.
Who the Audit Is For
Good fit
- You have an existing CV feature or prototype (ML-based, rule-based, or AI-generated)
- Your team built it without dedicated CV expertise and wants a professional assessment
- You want clear, actionable recommendations you can execute on
- You value direct, honest feedback
Not ideal
- You don't have any CV functionality yet and need it built from scratch (see Custom Development)
- You're looking for ongoing, full-time support (see Consulting/Retainer)
- You already have experienced CV engineers on your team who can do this review themselves
Frequently Asked Questions
Typically: code repository, model artifacts, sample data, and any documentation you have. We'll provide secure sharing instructions.
Yes. We sign NDAs on request and agree on access, storage, and deletion arrangements before the audit.
The Cleanup is designed as a starting point. If more work is needed, we can discuss a follow-up engagement.
Yes. If after the Focused Review you want a more comprehensive package, we'll credit CHF 950 toward any other package.
Focused Review: 5 business days. Deep Audit: 2 weeks. Technical Strategy: 2-3 weeks. Vibe-Code Cleanup: 2-3 weeks. Exact timing is confirmed at booking.
Which Audit Package Fits Your Project?
Compare the package scope, timing, and price, then select the appropriate review for your CV system.
Unsure which package fits? We can clarify it in an introductory call.