Repello AI Asset Inventory vs Witness AI Product: Side-by-Side Comparison (2026)

Repello AI Asset Inventory: Discovers and inventories AI assets across enterprise codebases, clouds, and apps. built by Repello AI. Core capabilities include Automated discovery of AI agents, models, datasets, and tools across codebases, cloud environments, and third-party apps, Live, searchable unified AI asset inventory covering applications, models, datasets, and infrastructure, Agent graphs and lineage maps visualizing end-to-end relationships between models, prompts, datasets, and tools..

Witness AI Product: Enterprise AI security platform for visibility, governance, and protection. built by WitnessAI. Core capabilities include Network-level visibility of AI usage across employees and agents, AI application and model discovery and cataloging, Real-time intent-based classification and risk analysis..

Both serve the AI SPM market but differ in approach, feature depth, and target audience.

Repello AI Asset Inventory differentiates with Automated discovery of AI agents, models, datasets, and tools across codebases, cloud environments, and third-party apps, Live, searchable unified AI asset inventory covering applications, models, datasets, and infrastructure, Agent graphs and lineage maps visualizing end-to-end relationships between models, prompts, datasets, and tools. Witness AI Product differentiates with Network-level visibility of AI usage across employees and agents, AI application and model discovery and cataloging, Real-time intent-based classification and risk analysis.

Repello AI Asset Inventory is developed by Repello AI. Witness AI Product is developed by WitnessAI. Vendor maturity, funding stage, and team size can be important factors when evaluating long-term viability and support quality.

Repello AI Asset Inventory integrates with GitHub, GitLab, Bitbucket, AWS, Microsoft Azure and 7 more. Witness AI Product integrates with Windows Copilot, Office 365. Check integration compatibility with your existing security stack before deciding.

Repello AI Asset Inventory and Witness AI Product serve similar AI SPM use cases: both are AI SPM tools, both cover Visibility. Review the feature comparison above to determine which fits your requirements.