We Compare AI

AI Vendor Risk Score

Evaluate AI vendors across funding stability, compliance maturity, outage history, and data policies.

VendorFunding StabilityModel DependencyCompliance MaturityData Retention RiskOutage HistoryOverall
OpenAI
78
45
72
55
62
High Risk62
Anthropic
81
60
85
75
88
Low Risk78
Google DeepMind
95
30
88
48
71
Medium66
Meta AI
92
35
62
40
82
High Risk62
Mistral AI
65
70
68
72
90
Medium73
Cohere
58
75
80
78
92
Low Risk77
xAI (Grok)
72
55
45
50
85
High Risk61
Amazon Bedrock
98
25
91
52
75
Medium68
≥ 80 — Strong
60–79 — Moderate
< 60 — Weak
Overall risk badge: ≥ 75 = Low Risk, 65–74 = Medium, < 65 = High Risk

Score Methodology

Funding Stability

Assessed using total disclosed funding, revenue trajectory, and investor backing quality. A higher score indicates a vendor with lower risk of sudden shutdown or drastic pivot due to financial pressure. Considers burn rate vs revenue for private companies.

Model Dependency Risk

Measures how exposed your workloads are if the vendor changes, deprecates, or restricts a specific model. Lower scores indicate high dependency on a single flagship model (e.g. GPT-4). Higher scores reflect vendors offering multi-model or open-weight alternatives.

Compliance Maturity

Based on publicly verified certifications: SOC 2 Type II, ISO 27001, HIPAA BAA availability, GDPR DPA coverage, and FedRAMP status. Scores reflect the breadth and depth of enterprise-grade compliance documentation available.

Data Retention Risk

Evaluates default data handling practices — whether prompt/response data is retained, used for training, or shared with third parties. Higher scores indicate vendor policies that default to zero-retention, offer contractual data deletion, and provide audit logs.

Outage History

Derived from publicly reported incidents on status pages and outage trackers over the past 18 months. Considers frequency, duration, and severity of API outages. A score of 90+ means fewer than two minor incidents; below 60 indicates multiple extended outages.

Scores are composite estimates derived from public information, vendor documentation, and industry analyst reports. They represent relative risk signals, not absolute guarantees. Last updated Q1 2026.