How work starts
Cairn helps turn a real question into usable data intelligence.
Cairn starts with a real email, then uses live catalog context, lineage, and purpose-built tools to shape one useful answer, workflow, or custom app before the work gets bigger.What this page is showingHow Cairn combines a live metadata catalog, lineage-aware tooling, and human review so AI can help shape usable data intelligence across domains.
Real questionCairn starts with a real email, so the business need and open questions stay attached to the work.
Catalog snapshotOn April 15, 2026, CMD+RVL's metadata catalog tracks 98 providers, 153 channels, 781 tables, and 7,068 file nodes for Cairn to work against.
Harness + toolsThe harness adds lineage, pipeline context, domain-specific connectors and extractors, and open-source protocol tools for shaping and checking the work.
What Cairn is
Cairn is CMD+RVL's data intelligence agent: a practical example of what AI becomes when it can work against a live metadata catalog and a real tooling harness. It starts with a real question, pulls from known sources and lineage, and helps shape a usable page, brief, workflow, or larger project across domains.What makes it useful
The AI is only part of the system. The leverage comes from combining the question, CMD+RVL's metadata catalog context, lineage and pipeline metadata, deterministic tools, and human review in one working loop.What Cairn can produce
Public page first. Optional writeup. Larger project later.
We publish the public part of the work first so you can see what was built, how it was framed, and what still stays out of scope. Sometimes we also publish a blog post about how the work got there.Public page
Publishes the current read, the method behind it, and the public boundary around the work.Behind-the-scenes blog post
Sometimes we also publish how the work was shaped: what came in, what changed, and how the scope got tighter.Larger project
Adds private data, workflow timing, operating detail, or custom software when the work needs to move beyond the public version.How the harness worksThe harness is not just a chat window. It includes CMD+RVL's metadata catalog, lineage and pipeline metadata, domain-specific connectors and extractors, and the open-source protocol tools on the Developers page.
01. Start from the real ask
Start with the real question from the original email so the business need and open questions stay intact.02. Pull in catalog context
Use the metadata catalog to bring forward known providers, channels, tables, files, lineage, and pipeline context instead of starting from a blank prompt.03. Use the right tools
Reach for the right connectors, extractors, and protocol tools when the work needs inspection, verification, packaging, or structure.04. Review before anything ships
Review the claims, tighten the framing, and keep the public boundary clear.One published exampleThe resin page started with a real inbound email. Cairn combined the question, public-source context, and a review loop to produce a live page first. The blog post shows how the scope was shaped before anything shipped.
Resin Procurement Watch
Beta framework
Published with permission. Company-specific data and contract details remain out of scope.
What comes next