AI Verify vs Kanawai AI

AI Verify is an open-source toolkit for evaluating AI systems, with technical tests for fairness, explainability, and robustness in traditional machine-learning models. Users can run tests through a Portal or command line, upload results, complete process checklists, and produce standard or customized reports. AIVT 2.0 supports tabular and image data, taking a model file, preprocessing pipeline, or model API as input. Plugins can extend the toolkit; Veritas adds fairness and transparency tests around threshold trade-offs and explainability plots. The broader framework assesses responsible implementation against 11 AI-governance principles and maps to frameworks and standards including NIST AI RMF and ISO/IEC 42001. Project Moonshot is a separate tool for LLM applications, offering benchmark testing and red teaming. The Toolkit is available under the Apache 2.0 license, with web, API, Linux, and self-hosted platforms listed. AI Verify does not set ethical standards or promise that tested systems are free of risks or biases, or completely safe.

Kanawai AI is a web-based enterprise platform for tracking organizational AI use, spend, governance, and security. It continuously discovers AI tools, plugins, and model endpoints, including unsanctioned tools, to maintain an inventory. Spend views attribute token use and cost to users, teams, workloads, models, and departments across connected providers. The platform can recommend lower-cost models when they may deliver the same outcome. For governance, it converts regulatory frameworks and internal policies into machine-enforceable rules, with ongoing evaluation, containment, evidence generation, and escalation. Listed assessment frameworks include NIST AI RMF, NIST CSF 2.0, HIPAA, GDPR, and CCPA. Kanawai says it works at the application layer through scoped OAuth 2.0, SAML 2.0, or OIDC flows, without endpoint agents or cloud-environment changes. Governance actions produce signed, tamper-evident artifacts with timestamps and chain-of-custody logs. Deployments can be in the United States, Europe, or Asia with full data isolation. The AI FinOps Pilot costs nothing for 30 days; a paid subscription is optional afterward. Pricing is available on request, and there is no free plan.