Data is everywhere. The hard part is trusting it.CMD+RVL is an applied AI firm for finance and procurement teams. We answer the question that matters now.
The structures are there to be revealed.
One question: who actually owns this bond? The answer starts with the deal’s structure, a capital stack assembled from public data that shows who gets paid first and who takes the first loss. Every number traces back to its source. Where the public record stops, the answer says so.
We do not call an answer an outcome until it runs without you.
The data, the context, and the method stay with your team, so it keeps running after we leave the room. The impact should show up in the business, not in a status report.
The first question we always get
“Can I just ask Claude?”
You can. We do too. A model answers with the same confidence whether it traced a number or invented it. Once that number enters a decision, the difference matters.
Ask who owns this bond and it will answer. In our test it produced a mix of refusals, guesses, and filing-backed facts, with nothing to tell you which was which. We build sourced data, tests and workflows that let your team verify the answer before acting, under your controls.
The outcome is what you buy: an answer that holds up, runs without you, and stays current as sources and questions change. Connect those outcomes and you have a practice, each one starting from what the last one left. That is the retainer.
Drew Bittenbender and Zac Ruiz, two former CTOs, work directly with your team. No junior handoff. We work where being wrong gets expensive: structured finance, procurement, supply chain, and any other domain where that is true.