AI Platform Alternatives

Owned, model-agnostic alternatives to the per-seat AI assistants and managed platforms enterprises evaluate today.

23 pages

What's in the AI Alternatives Hub

This hub covers the owned, model-agnostic alternative to every per-seat AI assistant and managed AI platform currently competing for enterprise budget — ChatGPT Enterprise, Microsoft 365 Copilot, Glean, Cohere, Harvey, Co:Counsel, Mainstay, Khanmigo, Intercom Fin, and the long list of specialty per-transaction vendors. Each comparison shows the per-seat or per-transaction math, the deployment shape, and the data-residency posture.

The thesis across every entry is the same: per-seat SaaS scales linearly with headcount regardless of actual use, per-transaction pricing captures value rather than cost, and both leave the data inside the vendor's cloud. At any organization above ~100 users, the usage-based or self-hosted alternative is 10–100× cheaper for the same workload — and the data stays in the customer's perimeter.

Use this hub when sourcing AI tooling and you need a side-by-side that's honest about the price-shape problem. The comparisons each link to the relevant segment cost-math post (hospitals, law firms, financial services, government, K-12, higher ed, small business) so the procurement officer reading them gets both the model-level and the segment-level numbers.

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