Verifiable AI for enterprise data teams
Your AI guesses at numbers. Xorq makes it prove them.
Xorq grounds every answer in a semantic catalog of cited expressions — on the warehouse you already trust — so a hallucinated number gets caught and corrected before it reaches the boardroom.
No new vendor in your data path.
A native Mac app on your own LLM subscription and warehouse credentials — no vendor cloud to clear through security review. Git-native: catalogs are repos, promotion to main is the governance event. Bulk data stays in the warehouse; only aggregates cross into the local sandbox.
Unbreakable lineage.
Agents compose only on sources a human blessed. Every answer ties back to a cataloged expression — source, cache, schema — so when an auditor asks where a number came from, the answer is one click, reproducible six months later.
The platform team you don’t have to hire.
Governed AI usually means engineers standing up MCP servers, permission services, and agent rigs. With Xorq that layer comes with the install: every tool call routes through the semantic catalog and clears verification gates before an answer reaches your team. The LLM is swappable; the harness is what we ship.
The heaviest penguin is a male Gentoo weighing 6,300 g — Biscoe island, recorded 2007.
SOURCE-PENGUINS n=344 · nulls body_mass_g=2 · range 2700–6300g valid · no impossible values
Confirmed verbatim from VERIFY_SOURCE-PENGUINS_HEAVIEST
Spans, cache hits, replayable.
Open any answer for the spans, hits, and durations behind it. Replay a single tool call. Diff against last week.
Better answers at lower model spend.
DABStep — 450 questions over payment data. Same model, same prompt, only the catalog changes — and Haiku + catalog beats Sonnet baseline on 60% fewer tokens and half the turns. Accuracy and cost savings come from the same place: the catalog.
Read the full story →An executable memory layer for data work.
Markdown memory burns tokens: the agent reads its notes, writes a one-off script, runs it, and throws it away. Xorq’s memory is executable — durable, content-addressed expressions that run as-is, so the next agent hits cache instead of re-deriving. That’s where the tokens and turns go.
uv add xorq) ships today.Pick how you adopt.
Run our integrated harness, or layer xorq’s primitives into the harness you already use. Same catalog. Same open-source library.
Xorq Desktop
The integrated harness. Open the app, point it at your warehouse, ask. Agent, catalog, and lineage in one native binary. No terminal.
Claude Code × xorq
Already in Claude Code? Layer the same catalog, lineage, and guardrails in as a plugin. No app, no migration.
> /plugin install xorq@xorq-plugins
Agents come and go. What compounds is the catalog — composable memories the next agent builds on.
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