About CMD+RVL
CMD+RVL exists to operate outcomes under uncertainty.
Most organizations don't fail because they lack data. They fail because they can't explain what they believed, when they believed it, and why they acted—especially after conditions change.
The gap isn't information.
It's assurance.
Outcomes before platforms.
CMD+RVL didn't start as a product roadmap or a software stack. It started with a discipline: take a real decision, define what the decision depends on, and maintain that record over time with evidence.
Before there were tools, there were outcomes:
- regulatory states that stayed current
- signals that didn't drift
- indicators that could be reconstructed later
Those early outcomes came from structured finance, where fragmented filings became maintained state tracked continuously—trusted by hedge funds, analysts, and risk teams because they held up under review.
The approach worked not because the data was special, but because the responsibility was explicit.
What we do now.
Today, CMD+RVL helps teams produce working AI outcomes on live business problems.
A CMD+RVL outcome is a concrete result delivered with the receipt behind it, so the business can use it now and the team can inspect it later. When a result matters enough to keep running, CMD+RVL can operate it with defined coverage, timing, review points, and correction paths.
In practice, that means working with the team on a narrow first result — not writing a deck and leaving, but helping scope the outcome, stand it up on live work, keep the receipt attached, and decide what should transfer or expand over time.
Cairn is the front door for a growing share of that work. It starts on email: a live question, a real thread, a few rounds of clarification, and then a human-reviewed result shaped by source material, context, and the boundaries of the request. Cairn is not a standalone product and not an autonomy claim. It is one way scoped work begins.
We support these outcomes in three ways:
Signals
Exploratory views used to test hypotheses, understand timing, and decide what should become an outcome. Signals are fast and explainable—but intentionally non-guaranteed.Receipts
Receipts that show how outcomes were produced and why they can be checked later. They preserve what was used, when it was used, what changed, and how the result can be reconstructed when needed.Partnerships
OEM and co-delivery paths that let platforms, analytics providers, consulting firms, and advisory partners bring CMD+RVL-operated outcomes or packages into client relationships with clear roles, receipts, and QA.These are not parallel products.
They are parts of one accountable outcome practice.
What we are not.
CMD+RVL is not:
- a dashboard company
- a data vendor
- a consulting firm
- an "AI insights" platform
We don't sell access.
We don't sell opinions.
We don't promise correctness.
We deliver outcomes with receipts and stand behind the work required to keep those results checkable.
Why this matters now.
As systems become faster and more automated, ambiguity becomes expensive. Alerts without memory, dashboards without receipts, and models without defensibility do not scale, especially when agents are involved.
CMD+RVL is built for environments where decisions must hold up:
- under audit
- under automation
- under change
That requires maintaining state, not just emitting events—and proving it later.
The work.
We help teams reallocate from uncertainty to assurance.
Not by adding more data.
Not by adding more tooling.
But by taking responsibility for outcomes that stay current, explainable, and defensible over time.
That's the work. That's CMD+RVL.
Our Team
Drew Bittenbender
Co-FounderTechnology executive with 25 years building data platforms and leading high-performance teams. Former CTO at Infinite Blue and VP Engineering at ColdLight (acquired by PTC for $105M). Holds a patent from Traffic.com (acquired by NAVTEQ for $179M).