Deniable

Product updates

What changed?

The launch release.

Released on 7 September 2026, the first release brings pre-generated synthetic document packs and metered retrieval together in one focused workflow.

Available at launch

Synthetic dataset catalogue

Browse the first Deniable packs by data category, language, format, package tier, and documented testing job.

Fixed dataset packs

Purchase ready-to-download collections for internal development, QA, evaluation, research, training, and fine-tuning.

Prepaid API access

Retrieve authorised pre-generated cases as structured JSON with prepaid credits, per-key controls, usage tracking, and no monthly subscription.

MCP documentation

Connect an MCP-compatible AI client to discover catalogue metadata and use authenticated retrieval workflows.

Accounts and security

Email verification, password reset, protected account settings, one-time API-key display, key revocation, and session-aware access.

Payments and credit ledger

Stripe checkout for dataset products and flexible API credit top-ups, with transaction records and an immutable usage history.

Free sample workflow

A small account-gated sample dataset and API trial path so teams can inspect the delivery format before buying.

Clear operating boundaries

Terms, privacy, cookie controls, accessibility information, licensing for internal training and fine-tuning, and support contact flows.

Browse datasets →Explore API access →Read MCP docs →

What we are building next.

The next releases will follow the catalogue and the workflows customers actually use. These items are directional, not fixed release commitments.

More catalogue depth

Additional releases, languages, formats, long-form cases, and carefully reviewed edge-case collections as production assets are completed.

Richer account history

Expanded order, download, invoice, and API-delivery history in one account workspace.

Developer workflow improvements

More examples, quick-start guides, SDK helpers, and additional MCP tools built around the real catalogue.

International documentation

Chinese-language documentation and localized discovery paths are planned for a later release after the English catalogue and support workflow are established.

MCP ecosystem integrations

Additional examples and agent skills for OpenClaw, Hermes, Grokbot, and other MCP-compatible tools so teams can use Deniable in their own evaluation workflows.

More ways to discover Deniable

Telegram and Bluesky profiles, broader social distribution, and clearer connections between the catalogue, documentation, and developer community.

Dataset Health Score

A transparent per-dataset view for variety, language quality, duplicate rate, and format consistency as catalogue diagnostics mature.

Parser Regression Starter Kit

A free mini-repository with sample documents and a GitHub Action for running a parser regression test in minutes.

Live API Sandbox

A limited public demonstration path that returns a small number of example documents without requiring a full integration.

Prompt-based generators vs curated catalogues

A practical guide that compares prompt-based structured-data generators, including Breadcrumb AI, with prepared document test datasets. Affiliate recommendations may be added later where they are relevant and clearly disclosed.

Have a testing workflow that should be easier to support? Send a feature request →