VendorTrust Brief
A subscription service that publishes plain-English safety and reliability audits of consumer AI products (chatbots, AI companions, tutoring apps) so schools and parents can pick tools without reading papers like the one that inspired it.
School district admins and procurement officers evaluating AI vendors
- Quarterly audit reports translating adversarial-robustness research into a 1-10 safety score per product
- Side-by-side comparison of top chatbots on categories like jailbreak resistance, refusal clarity, and bias
- Procurement-ready PDFs that satisfy district legal and risk-review requirements
- Vendor-facing remediation roadmap so audited companies can improve their score next cycle
District-level AI adoption is accelerating while the published research keeps showing consumer guardrails are fragile, leaving decision-makers with no trusted independent voice.
Strong live activity: Common Sense Media + Stanford Brainstorm Lab released a major 'AI chatbots fundamentally unsafe for teens' assessment in Nov 2025 covered by TechCrunch; LOOP reported 92 district AI procurement conversations Oct 2025–Mar 2026; multiple procurement guides published in 2025–2026 confirm active buyer motion.Common Sense Media Finds Major AI Chatbots Unsafe for Teen Mental Health Support ↗AI in the District: What Buyers Actually Want — LOOP ↗
Common Sense Media's AI Risk Assessment unit (with Stanford) plus AIForEdu, Digital Promise, Pertama Partners and EduGenius already publish AI vendor evaluation frameworks and product reviews — the niche is occupied, not wide-open.Generative AI Chatbots - Common Sense Media ↗EdTech AI Tool Evaluation Framework for Schools ↗
Proven willingness to pay exists: Common Sense Media runs a paid membership model for unlimited ratings/reviews, and districts do have EdTech procurement budgets — but most competitor frameworks are free, and K-12 procurement cycles are slow and price-sensitive.Membership Checkout | Common Sense Media ↗How District Technology Directors Should Evaluate AI Vendors ↗
Regulatory tailwinds (state AI bills, FERPA/COPPA enforcement, district AI policies being written in 2025–2026) and sustained Stanford/CSM-style institutional investment in AI safety review suggest a multi-year category.Common Sense Media Finds Major AI Chatbots Unsafe for Teen Mental Health Support ↗
Doable but non-trivial: requires ongoing adversarial testing infrastructure against rapidly changing consumer models, red-team methodology, and credibility to be trusted by procurement officers — feasible for a small team with academic partnerships, but not a weekend build.Common Sense Media Finds Major AI Chatbots Unsafe for Teen Mental Health Support ↗