Data is everywhere. Making it useful is the work.CMD+RVL is an applied AI firm for fixed-income teams. We answer the question that matters now and leave the data and context in place for the next one.
Reveal the structure.
We assembled this structure from public filings. Every number traces back to its source. Where the public record stops, the answer says so.
One-off answers do not make a practice.
A practice connects people, projects, and information, then keeps those connections current. That is how each outcome makes the next one easier.
The first question we always get
“Why can’t 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. Then we keep the evidence and working context current as sources and questions change. That is the retainer.
Drew Bittenbender and Zac Ruiz work directly with your team—two former CTOs, no junior handoff. Fixed income first, because being wrong gets expensive. The method extends to procurement, supply chain, and any other domain where that is true.