Applied AI outcomes your team can trust.
CMD+RVL turns a qualified problem on your data into a usable result with a receipt back to source.
Public proof surface
Receipts already operate on public SEC-derived data.
DealCharts, operated by CMD+RVL, keeps structured-finance facts crawlable, citable, and tied back to filing sources. It is public evidence of the receipt discipline behind private outcomes.
Coverage includes SEC EDGAR filings for CMBS, Auto ABS, CLO, BDC, and fund-holdings data.
- Deal fact files
- 1,231
- CMBS and Auto ABS JSON records with identifiers, source documents, metric receipts, and citation blocks.
- Fund fact files
- 14,723
- Fund-holdings records with positions, values, asset-class breakdowns, and CUSIP-level detail.
- BDC profiles
- 41
- Business development company fact pages with portfolio metrics and SEC filing links.
Counts checked against DealCharts machine-readable context on 2026-07-06. DealCharts context last updated 2026-07-05.
Start with one result that matters.
- Target
Name the spend line, workflow, report, or decision surface that matters now.
Cairn can turn a raw thread or source pile into a clear starting target before a call. - Scope
Set one owner, one deliverable, and one acceptance test.
The first scope stays narrow so the team can evaluate value quickly. - Deliver
Ship a usable result with the receipt attached.
The output should be useful immediately and checkable back to source. - Expand
Use the result to decide what earns investment next.
Receipts and mappings from the first outcome reduce friction for adjacent work.
What CMD+RVL builds
CMD+RVL builds a working applied AI result on your data and attaches the receipt behind it. The first outcome can reduce spend, make a workflow usable, or make a decision defensible while leaving your team with reusable proof.
Receipt
(noun)The checkable trail behind a result: where the source material came from, when it was used, what it covers, and what changed along the way.
- Spend Review
Challenge spend with evidence.
Pressure-test paid data dependencies with public or already-owned data, show which coverage can be defended, and identify the first scope worth testing.See proof - Usable Workflows
Ship something a team can use.
Deliver a UI, report, monitor, or usable workflow with the receipt already attached.See an example - Build From Receipts
Make the second result easier than the first.
Once the first outcome exists, reuse the same sources, mappings, and receipts so adjacent work becomes faster to scope and cheaper to ship.How it works
One scope. One result. One receipt.
The first engagement should end with something the business can use, evaluate immediately, and check back to source.
Start with what the business already cares about
A vendor contract, a broken workflow, a recurring reporting gap, or a risk surface no one can explain cleanly. If the question is still forming, Cairn captures the first ask and source material before the live session.Keep the first scope narrow
One team, one deliverable, one acceptance test. Narrow scope is how the first result ships quickly and credibly.Choose the target
Name the spend line, workflow, report, or risk surface that matters now, or meet Cairn when the request needs shape first.Scope the deliverable
Set one owner, one deliverable, and one acceptance test.Deliver with a receipt
Ship something a team can use immediately, with the receipt attached.Decide what expands
Use the first result to choose the next investment and avoid starting the next scope from zero.
Proof that travels with the result
CMD+RVL fits when a team needs a usable outcome, the receipt behind it, and a practical path to the next scope.
Challenge a paid dependency
Use public or already-owned data to show which coverage is defensible, where gaps remain, and whether renegotiation, replacement, or internal ownership has evidence behind it.Ship the usable slice
Deliver a working UI, report, monitor, or review flow that a team can use immediately and inspect back to source.Carry proof into the next scope
Reuse the same sources, mappings, and receipts so adjacent work starts from what the team already checked and trusted.
- Procurement
- Structured Finance
- Commercial Real Estate
- Risk & Compliance
- Data & AI Teams
If the result will be used in a committee deck, investor report, production workflow, or vendor decision, the proof has to travel with it.
Name the first result and who needs to trust it. We can shape the start, show what proof has to travel with it, and decide whether it earns the next package.
Start small. Inspect the receipt. Expand only if the result earns the next step.