How work starts
Cairn: how CMD+RVL shapes raw asks.
See how a raw question and source material become a checked page, brief, workflow, or project scope.Company answerCairn is software from CMD+RVL, not a separate AI company. It is the intake and review layer for source-aware structured finance work.
Real questionCairn starts with a real email, so the business need and open questions stay attached to the work.
Catalog snapshotCairn works against CMD+RVL's April 15, 2026 catalog snapshot: 98 providers, 153 channels, 781 tables, and 7,068 file nodes.
Harness + toolsCairn uses lineage, pipeline context, connectors, extractors, and protocol tools to shape and check the work.
What Cairn is
Cairn is CMD+RVL's structured-finance AI software for requests that still need shape. It starts with a real question, pulls from known sources and lineage, and helps shape a usable page, brief, workflow, or larger project.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 goes beyond 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.
Start from the real ask
Start with the real question from the original email so the business need and open questions stay intact.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.Use the right tools
Reach for the right connectors, extractors, and protocol tools when the work needs inspection, verification, packaging, or structure.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
Published example
Published with permission. Company-specific data and contract details remain out of scope.
Cairn questions
Cairn AI company and software questions.
Cairn is part of CMD+RVL's source-aware delivery path. These answers keep the software, company, and review path clear.- What is Cairn AI?
- Cairn is CMD+RVL's structured-finance AI software. It turns real asks, source material, catalog context, and review notes into checked work.
- Is Cairn an AI software company?
- No. Cairn is software from CMD+RVL, not a separate company. CMD+RVL owns and operates Cairn as the intake and review layer for source-aware work.
- What does Cairn produce?
- Cairn can produce a reviewed page, brief, workflow, data intelligence artifact, or project scope depending on the source material and business target.
What comes next