Computer Vision Audit & Code Review
A comprehensive technical review of your computer vision pipeline with actionable recommendations. Find out what's working, what's breaking, and how to fix it.
Sound Familiar?
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You built a CV feature with AI tools or off-the-shelf models, but it breaks on real-world inputs
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Your product needs image processing or detection, and nobody on the team has CV experience
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You're not sure if your current approach is the right one, or if you're overcomplicating things
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Deployment keeps getting delayed because the CV part is the bottleneck
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You inherited a CV system and need to understand what you're working with
What You Get
Every audit includes a thorough review of your system with clear, actionable recommendations.
Choose Your Package
Each package is designed for a different situation. Not sure which one fits? Book a call and we'll figure it out together.
Focused Review
5 business days
A quick, asynchronous expert code review of your computer vision system. 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 Q&A for clarifications
Best if:
You want a quick expert opinion on your CV system
Deep Audit
2 weeks
A thorough audit of your computer vision pipeline with live discussion. We start with a kickoff call to understand your context, then deliver a comprehensive report and walk you through 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 Q&A 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 Q&A
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
Your CV pipeline was built with AI tools or without CV expertise, and it works... mostly. We review the code, identify structural problems, and fix the critical ones.
- 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 a Call
Pick a package that fits your situation and book a discovery call to discuss your needs.
Share Access
You'll receive a brief questionnaire and instructions for sharing code/system access securely.
Review
We conduct the audit, analyzing your architecture, code, and pipeline.
Deliver
You receive your deliverables within the specified timeframe.
Is This Right for You?
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.
Absolutely. We sign NDAs on request and never share or retain your code beyond the engagement.
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 deeper engagement, the CHF 950 will be credited 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 confirmed at booking.
Ready to Get Started?
Choose the package that fits your situation and get expert feedback on your CV system.
Not sure which package? Book a quick call and we'll figure it out together.