Updates

Product updates and beta progress

See what's shipping, what's improving, and what Privian is actively working on during beta.

Built transparently. No fixed dates, no promises — just a grounded view of what's moving.

  • BYOK provider model
  • Zero raw prompt retention
  • Documented masking types
  • Transparent beta limitations
  • Public architecture & security

Latest

Latest shipped improvements

Recent changes to the Privian platform and the public site.

  1. Shipped

    Solution pages expanded

    Customer support, internal copilots, AI features for SaaS and prototyping pages rebuilt with real architecture, examples and beta limitations.

  2. Shipped

    Product pages expanded

    LLM Gateway, PII Masking, Prompt Security and Rehydration pages now describe the actual contract, supported entities and zero-retention flow.

  3. Shipped

    Marketing and docs consistency pass

    Aligned all public copy with the real gateway: small JSON contract ({model, prompt, stream}), supported entity set, and current beta scope.

  4. Shipped

    Technical documentation expanded

    Added grounded concepts, getting-started, guides and API reference based on the actual gateway implementation.

  5. Shipped

    SEO and AI-search foundations

    Added glossary, category pages, breadcrumbs and structured data so the site is readable to search engines and LLM-based search.

In progress

Currently improving

Work we're actively researching, planning or building. No dates — priorities can shift based on feedback.

  • 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.

Direction

Exploring next

Areas we are actively exploring during beta. Priorities may evolve based on feedback and product learning.

  • 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.

Transparency

Known beta limitations

What Privian does not do today. Surfacing this is part of how we build trust.

  • 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.

Feedback

Have feedback or feature ideas?

We're actively improving Privian during beta and welcome practical feedback from developers and teams building with AI.

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

FAQ

Frequently asked questions

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.

Start building

Build safer AI while Privian evolves

Follow product progress and start building with privacy-first LLM workflows.