Fixed-fee engineering governance review
Codestodian reviews recent pull requests for open-source licence, provenance, and copyleft risk so engineering leaders can catch issues before they become production, customer, or investor due-diligence problems.
Fixed-fee review for up to 5 repositories or 50 recent PRs. Built for SaaS teams using Copilot, Cursor, Claude, ChatGPT, and coding agents.
payments-api · PR #2107
Possible match to copyleft-licensed implementation
Developers are shipping faster with AI tools — and producing code without the same level of source awareness they had when every line was typed by hand. Risky snippets, copied patterns, generated dependencies, missing attribution, or copyleft-licensed code can slip through review unnoticed.
That is especially painful for proprietary SaaS companies: enterprise sales, funding rounds, acquisitions, and security or compliance reviews all surface questions about where your code came from.
The issue is not whether AI is good or bad. The issue is whether your team has governance around what gets merged.
AGPL, GPL, LGPL, SSPL, BUSL, unknown or missing licence signals can create review headaches for proprietary products.
AI-generated or heavily assisted code can make it harder to explain where an implementation came from.
When a customer, investor, or acquirer asks about AI coding controls, “we trust developers to notice” is not a strong answer.
The offer
A fixed-scope review of recent pull requests, designed to show where AI-assisted development may be creating licence, provenance, or open-source governance risk.
You receive a practical evidence pack your engineering team can act on.
This is an engineering risk review, not legal advice.
Findings are prioritised by practical risk, not dumped as a noisy scanner report.
Why now
Most teams do not need a heavyweight legal platform on day one. They need a lightweight way to understand whether AI-assisted coding is introducing risk into the merge process.
Illustrative example
A mock example of the kind of finding the audit surfaces. Real findings are specific to your repositories and always framed as items requiring human review — never automated certainty.
Potential copyleft/provenance risk
High — requires reviewRepository
billing-service
Pull request
#1842 — Add invoice retry scheduler
Finding
This PR introduces a scheduler implementation with similarity to public open-source patterns associated with a restrictive licence family.
Risk
High — requires engineering review before relying on this implementation.
Evidence included
Recommended action
Rewrite, replace with permissive alternative, or escalate for legal review.
Example shown for illustration only. Findings describe possible matches and risk signals that help your team review — a finding is not proof of infringement, and no finding is not a legal guarantee.
Executive summary for CTO/founder
Repo-by-repo findings
PR-level risk notes
Dependency/licence concerns
Recommended policy rules
Suggested PR review checklist
Evidence pack for internal review
Optional 30-minute walkthrough
£499one-off
Additional repositories or PR volume can be scoped separately.
No. Codestodian provides an engineering risk review and evidence pack. It helps your team identify issues that may require engineering, security, or legal review.
No. No practical scanner or audit can guarantee the absence of all risk, and no finding is not a legal guarantee. The goal is to identify visible issues, high-risk patterns, and gaps in your current process.
The audit requires access to the agreed repositories or exported PR data. Access can be read-only and time-limited, and is scoped to the repositories you agree upfront.
No. AGPL is one high-risk example. The audit also considers GPL, LGPL, SSPL, BUSL, unknown licences, missing attribution, dependency risk, and provenance concerns.
No. The risk matters regardless of whether code was written by a human or AI. The audit is especially useful for teams using AI tools because provenance can become harder to reason about.
You receive findings and recommended controls. If there is enough demand, Codestodian will turn the audit workflow into continuous PR-level monitoring.
Tell us about your team and repositories. We'll confirm scope, agree access, and get your evidence pack back to you — fixed fee, no subscription.
Prefer to ask a question first? Email [email protected]