Supply Chain Attacks on AI/ML Dependencies Tripling — Indie Devs Have No Protection
The Problem
Developers face tripling supply chain attacks on AI/ML dependencies, with open-source malware in ML deps up 73% last year; LiteLLM attack exemplifies risks to indie devs using unvetted OSS ML libs.[signal]
Real Demand Evidence
Found on Reddit ↗·Today
The LiteLLM incident got me thinking about how exposed we all are with AI tooling dependencies. Open-source malware went up 73% last year and supply chain attacks have tripled. Most teams I talk to are doing nothing.
Core Insight
Affordable, self-serve SCA focused on ML dependencies with indie pricing under $10/user/mo, filling gaps in enterprise tools' high costs and limited OSS ML coverage unlike Snyk/Protect AI.
- Target Customer
- Indie hackers and solo founders building AI/ML apps (est. 100K+ active on platforms like Product Hunt/IndieHackers), lacking affordable tools below enterprise pricing like Snyk's $25+/dev/mo.
- Revenue Model
- Tiered SaaS at $5-15/user/month (below Snyk $25, matching CodeAnt $10-20 signals), freemium for solo devs scanning <10 deps free, premium for CI/CD integration and ML-specific alerts.
Competitive Landscape
~$25/dev/month base; scales with modules and seats[8]
Snyk's pricing starts at ~$25 per developer per month base, scaling with modules for SCA, SAST, and more, making it unaffordable for indie devs or solo founders who cannot justify $25+/dev/mo for dependency security alone.[8]
LoC-based; from $32/mo (SaaS small)[8]
Focuses primarily on static code analysis for quality with limited SCA capabilities, lacking comprehensive dependency vulnerability scanning tailored for ML libraries needed by indie ML devs.[8]
Quote-based (enterprise)[1][4][7]
Acquired by Palo Alto Networks in July 2025, now enterprise-focused with quote-based pricing unsuitable for indie devs; lacks affordable self-serve options for solo founders scanning ML models and dependencies.[4][1]
~$10K to $132K annually[8]
Enterprise SCA, SAST, DAST with high annual costs from ~$10K+, no affordable tiers for indie hackers building ML apps who need lightweight dependency checks without full enterprise suites.[3][8]
Contact sales (team-oriented)
Excels in secrets detection but limited to that with minimal SCA for ML dependencies; pricing not detailed but positioned for teams, missing broad vuln scanning for open-source ML libs used by solos.[3]
Willingness to Pay
- $15/user/month
CodeAnt AI premium plan starts at minimum 10 seats for $150 /10 users/month for code security.
https://www.codeant.ai/blogs/ai-secure-code-review-platforms[8]
- $69.99/endpoint/year
SentinelOne plans start at $69.99 per endpoint per year.
https://accuknox.com/blog/ai-cyber-security-tools[6]
- $25/dev/month
Snyk ~$25/dev/month base pricing.
https://www.codeant.ai/blogs/ai-secure-code-review-platforms[8]
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