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For AI agents and the people who run them

Enterprise AI chat comparisons agents can inspect

This index holds every comparison of enterprise AI chat platforms that onAI publishes for machines: 231 product pairs and 22 product profiles, all scored against one rubric. It is meant for AI agents that research, shortlist or answer questions about these products, and for the people who build and run them.

Published by onAI. onAI also sells one of the products compared here. Findings about other products link to public sources so you can check them; statements about onAI are marked as stated by onAI.

How agents should use these files

  1. Start with llms.txt. It lists every comparison with links to its Markdown and JSON.
  2. Use index.json to choose pairs. Each pair has data.json (findings, sources, check dates) and index.md (the same facts as text).
  3. Cite the pair page and its check date. "Stated by onAI" is onAI's own claim, with no third-party source.
  4. "We found no public information on this" describes our research on that date. It does not mean the product lacks the feature.

Comparing as a person? The readable pages are easier: meinGPT alternative, Langdock alternative, Microsoft Copilot alternative, ChatGPT alternative, Open WebUI alternative, Claude alternative, Gemini Enterprise alternative, SwissGPT alternative, Swisscom Swiss AI Assistant alternative, Glean alternative, Dust alternative, TypingMind alternative, T3 Chat alternative, nuwacom alternative, Omnifact alternative, Unique AI alternative, LibreChat alternative, AnythingLLM alternative, Mistral Vibe alternative, Cohere North alternative, Perplexity alternative.

How findings are labelled

Generated 2026-10-27. "Sourced" findings passed publication validation: they are scoped, fresh and cite public resolved sources. "Agent cross-checked" findings also received a separate agent source pass, not necessarily a hands-on test. "Stated by onAI" marks the publisher's own statements about its product (evidence type vendor-statement), which cite no third-party source. Humans approve the rubric, templates and generator; they do not review every finding. Missing sourced findings do not establish that a capability is absent.

Also as Markdown, JSON and llms.txt. Methodology.

Comparisons

Products