TLDR ;

AgamiSoft's 7-Day AI Code Cleanup PoC identifies and remediates the 1.7x higher issue density found in AI-authored code repositories. For a fixed fee, we deliver a full vulnerability audit, automated Self-Healing test suite, and logic error remediation — reducing Vibe Coding churn by 50% and protecting production stability. 16 out of 18 CTOs surveyed by AgamiSoft in Q4 2025 reported at least one production disaster directly attributable to unreviewed AI-generated code. The 7-Day PoC is the safety harness for enterprises that rushed into AI adoption without governance.

CTO SURVEY FINDING

16 out of 18 CTOs (89%) reported a production disaster attributable to Vibe Coding in 2025. The average financial impact of each incident was $240,000 — including direct revenue loss, customer remediation, engineering time, and reputational cost. The total across the 16 incidents: $3.84 million in damage from code that was largely written by AI tools and accepted without adequate review.

Error Category

AI-Assisted (Unreviewed)

Senior-Reviewed

Logic errors per 1,000 LOC

4.7

1.4

Security vulnerabilities (CVEs) per 1,000 LOC

2.8

0.6

Off-by-one / boundary errors

1.9 per 1,000 LOC

0.3 per 1,000 LOC

Unhandled null / undefined references

2.1 per 1,000 LOC

0.5 per 1,000 LOC

Incorrect API usage (wrong parameters, deprecated methods)

1.4 per 1,000 LOC

0.2 per 1,000 LOC

Race conditions / concurrency bugs

0.8 per 1,000 LOC

0.1 per 1,000 LOC

OWASP Top 10 vulnerabilities

Present in 68% of AI-heavy repositories

Present in 12% of senior-reviewed repositories

Code churn within 30 days of commit

61% of lines changed

20% of lines changed

Day

Activity

Deliverable

Tool Stack

Day 1

Repository onboarding & static analysis

Full codebase scan: logic errors, security CVEs, dead code, coverage gaps — ranked by severity

SonarQube, Semgrep, CodeClimate

Day 2

OWASP AI Security audit

OWASP Top 10 assessment focused on AI-generated sections; injection risks, broken access control, insecure design patterns

OWASP ZAP, Burp Suite, Trivy

Day 3

Logic error deep-dive

Senior engineer review of the 50 highest-severity logic errors identified by static analysis; manual verification and root cause mapping

Manual review + AI-assisted verification

Day 4

Critical remediation

Fix all P0 (production-threatening) and P1 (high-severity) issues identified in Days 1–3; pull requests with full explanation

GitHub / GitLab PRs with review notes

Day 5

Self-Healing test suite build

Automated test generation for the 20 highest-risk untested modules; property-based tests for logic error hotspots

Playwright, Jest, Pytest, Hypothesis

Day 6

CI/CD governance layer

AI code review gates installed in GitHub Actions or Azure DevOps pipeline; automated quality thresholds blocking high-risk PRs

GitHub Actions, SonarQube gate

Day 7

Final report & roadmap

Board-ready Code Quality Report: risk score, remediated issues, remaining debt backlog, 90-day roadmap, and projected churn reduction

Delivered as PDF + DOCX

POC GUARANTEE

AgamiSoft guarantees the following outcomes from the 7-Day Code Cleanup PoC: (1) All P0 production-threatening issues identified and remediated within the PoC scope. (2) OWASP Top 10 assessment completed with findings documented. (3) Automated test suite covering a minimum of 20 previously untested high-risk modules. (4) AI code review gate operational in your CI/CD pipeline. (5) 50% reduction in code churn rate within 30 days of PoC completion, measured against your pre-PoC baseline. If we do not deliver all five outcomes, we refund 50% of the PoC fee.

Repository Size

PoC Fixed Fee

Delivery

What's Included

Small (up to 50K LOC)

$12,000

7 calendar days

Full audit + 10 module test suite + CI gate + report

Medium (50K–200K LOC)

$22,000

7 calendar days

Full audit + 20 module test suite + CI gate + report

Large (200K–500K LOC)

$38,000

7 calendar days

Full audit + 30 module test suite + CI gate + report

Enterprise (500K+ LOC)

$58,000

10 calendar days

Full audit + 50 module test suite + CI gate + report + live debrief

Metric

Before PoC (Typical Baseline)

After 60-Day Programme

Logic error density (per 1,000 LOC)

4.7

1.6 (66% reduction)

OWASP vulnerabilities

Present in 68% of AI sections

Reduced to <8% of codebase

Test coverage

41% average

82% average

Code churn rate

61%

28% (54% reduction)

Time to diagnose production bug

4.8 hours

1.9 hours

Production incident rate

3.4/month per 10 engineers

0.8/month per 10 engineers

Your Situation

Why the PoC Is Right for You

You adopted AI coding tools fast in 2024–2025 and have never audited the output

The PoC gives you your first honest view of what is actually in your codebase — no surprises in production

You have experienced a production incident from AI-generated code

The PoC remediates the root cause and installs governance to prevent recurrence

You are preparing for a SOC 2 Type II or ISO 27001 audit

The OWASP audit and remediation gives you documented evidence of security controls for your auditor

Your engineering team spends more than 30% of sprint capacity on bug fixes

The PoC identifies whether AI-generated defects are the primary driver — and fixes the worst offenders

You are about to raise a Series B or C round and need clean due diligence

Technical due diligence now routinely includes code quality assessment — the PoC gives you a defensible report

PARTNER WITH AGAMISOFT

Ready to find out what is actually in your AI-generated codebase? AgamiSoft's 7-Day Code Cleanup PoC starts at $12,000 for repositories up to 50,000 lines of code. Fixed fee. Fixed scope. Guaranteed outcomes. We begin repository analysis within 48 hours of engagement start. Book your PoC and receive a production stability report that your CTO, CFO, and board can act on.