Product updates and beta progress

1. Jul 10, 2026Shipped

   Expanded sensitive data detection

   Privian now masks a broader set of personal identifiers, financial and national IDs, and developer secrets before prompts reach the model.

• PlannedHigh priority

  Norwegian fødselsnummer masking

  Investigating dedicated detection and validation for Norwegian national identification numbers.

• PlannedHigh priority

  Custom entity masking

  Exploring user-defined sensitive entities so teams can mask domain-specific identifiers.

• PlannedMedium priority

  Native provider token streaming

  Working toward forwarding real provider token streams instead of the current artificial chunking.

• PlannedMedium priority

  OpenAI messages[] compatibility

  Investigating an optional input shape compatible with OpenAI-style messages arrays.

• ResearchingMedium priority

  Tool / function calling support

  Researching how to expose provider tool-calling through the gateway without weakening privacy guarantees.

• PlannedLow priority

  Expanded developer ergonomics

  Improving error shapes, request introspection and dashboard feedback for integrators.

• Custom sensitive entity definitions

  Let teams define their own entity types and matchers.

• Expanded masking coverage

  More built-in entities, locales and validators over time.

• Improved developer ergonomics

  Better error messages, examples and per-key debugging surfaces.

• Streaming improvements

  Move from artificial chunking to native provider streams.

• Prompt workflow flexibility

  Explore additional input shapes without breaking the privacy-first contract.

• No native provider token streaming

  The gateway currently returns responses in artificial chunks rather than forwarding real provider token streams.

• No tool / function calling

  Provider tool-calling and function-calling features are not exposed through the gateway yet.

• No OpenAI SDK drop-in

  Privian uses a lightweight JSON contract ({model, prompt, stream}) rather than mirroring the OpenAI SDK surface.

• No messages[] format yet

  Requests use a single prompt string today. Multi-message inputs are on the exploration list.

• Bounded entity coverage

  Detection covers a defined set of personal identifiers, financial / national IDs and developer secrets — not arbitrary content.

• No Norwegian fødselsnummer support yet

  Dedicated detection for Norwegian national IDs is planned but not currently shipping.

• No custom user-defined masking yet

  Custom entity definitions are not configurable in the current beta.

• No HIPAA / SOC 2 / PCI claims

  Privian is in beta and does not currently claim formal compliance attestations.

Lightweight by design. A richer feedback and voting system may come later — for now, email reaches the team directly.

Is this a public roadmap with delivery dates?

No. The updates page is a transparency log. It surfaces shipped work, current direction and known beta limitations without committing to dates.

How often is this page updated?

Whenever meaningful work ships or priorities shift. Items here are grounded in the actual implementation, not marketing plans.

Can I influence what gets built?

Yes. Practical feedback from developers and teams building on Privian directly shapes priorities during beta.

Why are there beta limitations listed publicly?

Surfacing limitations is part of building trust. It lets developers evaluate Privian honestly before integrating.

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