Aleph Alpha (PhariaAI) vs Glean vs LightOn (Paradigm) vs Mistral AI
A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.
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Glean
Enterprise search and AI assistant for work
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LightOn (Paradigm)
Sovereign on-prem GenAI platform for regulated European enterprises
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Mistral AI
European frontier-model lab
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| RECATOOLS Score | 6.6 / 10 | 7.8 / 10 | 6.1 / 10 | 8.4 / 10 |
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| Value for money | ||||
| Ease of use | ||||
| ASEAN readiness | ||||
| API quality | ||||
| Pricing | Enterprise | Enterprise | Enterprise | Freemium |
| Free tier | — | — | — | Free open-weight models for self-hosting |
| Paid from | — | Enterprise custom; reported ~$50-75/user/month, ~100-seat minimum | — | $0.14/1M tokens (Mistral Small via API) |
| Has API | ✓ | ✓ | ✓ | ✓ |
| Open source | ✗ | ✗ | ✗ | ✓ |
| Free to use | ✗ | ✗ | ✗ | ✓ |
| Users | — | $300M ARR as of May 2026 (customer count not officially disclosed | — | 500k+ API users |
| Founded | 2019 | 2019 | 2016 | 2023 |
| Maker | — | — | — | Arthur Mensch, Guillaume Lample, Timothee Lacroix |
| Verdict | Aleph Alpha's pitch was never benchmark leadership — it was data residency and on-prem deployment for European governments and regulated industries that legally can't route data through US clouds. PhariaAI still does tha... |
Glean is a leading enterprise work-AI platform: it indexes a company's SaaS apps (email, docs, tickets, chat, code) into a permissions-aware search and assistant, with an agent-building layer on top. Its strengths are co... |
LightOn's pitch is straightforward: keep the model and the data on your own infrastructure. Paradigm bundles RAG, agents and access to curated open and in-house models behind one API, deployable on-prem or hybrid — the o... |
Mistral is the strongest European alternative to the US labs, and its open-weight releases are the reason: Mistral Large 3 (December 2025) ships as a 675B-parameter MoE under Apache 2.0 with a 256K context window, Medium... |
| Full review → | Full review → | Full review → | Full review → |
Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.