Evidence
What ChatGPT, Claude, Gemini & Grok actually say · August 2026
The verdict
Evidence appears in 1 AI-ranked category — best position #5 for open-source bi tools for self-hosting.
Positioning brief — for the Evidence team
Why the models put Evidence at #5 for open-source bi tools for self-hosting
- BI-as-code workflow Gemini · Claude“Pioneered the "BI-as-code" workflow by compiling Markdown and SQL files into lightning-fast, static websites.”
- version-controlled, reviewable analytics Gemini · Claude“giving version-controlled, reviewable, genuinely beautiful published analytics for developer-led teams.”
What the models credit Metabase (#1) with — and don’t credit Evidence
- polished no-code exploration GPT · Claude · Gemini · Grok“polished no-code exploration”
- non-technical users build reports Claude · Gemini · Grok“Its visual query builder allows non-technical users to build reports without SQL”
- easy self-hosted deployment GPT · Claude · Gemini · Grok“Offers the absolute best balance of easy self-hosted deployment and user-friendly self-service.”
What would move the rank — the models’ fix lines, unified
- self-serve slicing for business users Claude · Gemini“no self-serve slicing for business users”
- ad-hoc reports without code Claude · Gemini“completely excluding non-technical business users from creating their own ad-hoc reports or editing existing dashboards.”
Restructured from verbatim model output · nothing invented · every quote machine-verified
Pioneered the "BI-as-code" workflow by compiling Markdown and SQL files into lightning-fast, static websites. This allows data teams to build dashboards using software engineering best practices, including Git version control, peer reviews, and zero database query load for end-users.
Claude The strongest of the BI-as-code generation — reports are SQL + markdown in git, rendered as fast static sites (DuckDB/WASM under the hood), giving version-controlled, reviewable, genuinely beautiful published analytics for developer-led teams.
Where Evidence falls short, per the models
- Claude Publishing-oriented rather than exploratory — no self-serve slicing for business users, and it suits narrow, curated reporting rather than an org-wide BI platform.
- Gemini Entirely code-first and developer-centric, completely excluding non-technical business users from creating their own ad-hoc reports or editing existing dashboards.
Top alternatives per the models: Metabase · Apache Superset · Lightdash · Grafana
Watch Evidence
Boards re-poll weekly and the models change their minds. One short email only when Evidence's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Evidence ranks #5 for best open-source bi tools for self-hosting by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-open-source-bi-tools-for-self-hosting?utm_source=badge&utm_medium=embed&utm_campaign=badge-evidence)<a href="https://modelsagree.com/best/best-open-source-bi-tools-for-self-hosting?utm_source=badge&utm_medium=embed&utm_campaign=badge-evidence"><img src="https://modelsagree.com/badge/evidence.svg" alt="Evidence — ranked #5 for Best open-source BI tools for self-hosting by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology