New: Intake — from document to verified data, with evidence
Comparison

Dify is an excellent open-source builder for developers who want to assemble their own AI stack. BiVelio is governed infrastructure for companies with a heavy document load: it reads with evidence, protects before the model and measures what it costs. They do not compete for the same case — and we tell you when to choose each.

Matrix

When to choose each, by what you need

No checkboxes. If your case fits Dify better, use it — it is good software and we link to it so you can check.

If you need…BiVelioDify
To build your own AI application with your technical teamNot its ground: BiVelio is not an app builder.Yes — that is exactly what it is for: prompts, agent flows, self-hosting and an open-source community.
To read invoices, deeds or contracts with field-level evidenceYes — Intake anchors every data point to the page and region it was read from; whatever cannot be anchored goes to human review.You would have to build it: Dify orchestrates models, it does not provide document reading with field-level evidence.
To use external models without personal data leaving your environmentYes — Privacy pseudonymises before the request and fails closed when in doubt; the key never leaves.Depends on what you build: self-hosting hosts your app, but what you send to an external provider remains your responsibility.
To know what each model call really costsYes — Savings measures against the provider's own meter and publishes the floor of the range, not the estimate.Offers observability for your apps; net savings accounting is not its purpose.
A human gate with an audit trail on critical decisionsYes — Studio stops anything doubtful in front of a person and records who approved what.You can design approval steps in your flows; governance with evidence per data point is something you build yourself.
Full sovereignty over code and deploymentPartial: self-hostable privacy gateway and data in the EU, but BiVelio is not open-source.Yes — open-source, self-hostable, with its community. Dify clearly wins here.

Last reviewed: September 2026 · checked against Dify's public documentation

See Dify

Who should choose what?

Being honest: they aren't the same thing, they don't compete for the same use case.

Dify is for you if…

You have a technical team, want self-hosting, enjoy building your own LLM stack and code sovereignty is a priority. Dify is a brilliant horizontal builder for developers.

BiVelio is for you if…

Your business runs on documents — notaries, law firms, finance, consultancies — and you want to use AI without sensitive data leaving the building, with every data point defensible before an auditor and a person signing off on what is critical. You do not want to build infrastructure: you want to operate on top of it.

Verdict

Dify to build your AI. BiVelio to operate with governed AI.

If you are looking for an open builder to assemble your own AI product, Dify — and it is a great choice. If you are looking for infrastructure that reads with evidence, protects before the model and measures what it costs, BiVelio. We are both serious. We are different.