CMD+RVL builds working AI outcomes on your data. Teams use it to cut vendor spend, ship usable workflows, and produce results they can check back to source.

What does CMD+RVL actually deliver?

The first deliverable is a scoped result the business can evaluate immediately: a vendor-replacement analysis, a usable workflow, a report, a monitor, or another concrete outcome with the source trail attached.

Teams in procurement, finance, commercial real estate, risk, and data or AI functions that need a concrete result and proof in the same motion.

How is this different from Bloomberg or Refinitiv?

Terminals and data vendors sell access. CMD+RVL helps you produce and ship a working result on your own problem, with the source trail attached so the number can be checked and defended.

What kinds of results does CMD+RVL handle?

Common starting points include deleting vendor spend, shipping a workflow a team can use immediately, and building decision-ready reports or monitors that can be checked back to source.

How do you get started?

Start with one concrete result that matters now. Sometimes that begins with a proof case. Sometimes it begins with a working session on your own data. Either way, the goal is to scope the first result clearly.

How much does it cost?

CMD+RVL engagements are scoped per outcome, not seat licenses or token fees. Pricing depends on the shape of the first result, the data involved, and what has to be delivered.

What if our numbers differ?

That is exactly where the source trail matters. When results differ, CMD+RVL makes it easier to inspect where the paths split, what changed, and which assumptions drove the difference.

Can our team run this internally later?

Yes. CMD+RVL work is built around explicit sources, mappings, assumptions, and receipts so your team can understand what was done and take on more ownership over time.

How is work delivered?

Depending on the result, delivery can be a working UI, report, monitor, email digest, webhook, or another format that fits the team's workflow. The important part is that the result is usable and the proof is attached.

A narrow first result is the fastest way to prove value, establish trust, and leave the team with something concrete to build on instead of a broad transformation promise.

How It Works Proof

Book a Free Workshop

Working AI outcomes on your data.

CMD+RVL helps teams cut vendor spend, ship usable workflows, and prove every number back to source.

Talk through a first result →See proof

Start with a proof case or a working session. Scope the first result. Build from there.We work with your team in the room, on the real problem, and scope each engagement around the outcome.

Provenance Receipt

AI Output

$2.47B adjusted NAV

2025-06-14 09:41 UTC

Transform

Weighted average

847 positions

Transform

Normalized to USD

ECB daily fix rate

Source

SEC EDGAR 10-K

CIK 0001234567

Source

FRED SOFR rates

SOFR.2025-06-13

Provenance verified5 nodes · 2 sources · full chain

138,000+

Source links traced

Evidence behind working outputs

1,185

Deals and datasets monitored

Public proof at working scale

7,385

Published charts and views

Outputs already in market

How It Works

Start with one result that matters.

We begin with a business consequence the room already cares about: a vendor to replace, a workflow to fix, a report to trust, or a risk surface to clarify. We work with the team in real time, scope the smallest outcome worth shipping, and use that first result to make the next decision easier.

01Target

Identify the spend line, workflow, or decision that matters now.

The goal is a concrete business target, not a broad transformation pitch.

02Scope

Define one narrow deliverable with a clear owner and acceptance test.

One slice of value. One place to prove the method.

03Deliver

Ship a working result with the source trail attached.

Something a team can use immediately, not a deck about what could happen.

04Expand

Use the first result to decide what should come next.

Once the proof layer exists, adjacent outcomes get easier to trust, cheaper to deliver, and clearer to prioritize.

The point of the first engagement is simple: produce a result people can act on, then make the next one easier.

We did not need another platform pitch. We needed one result the business could evaluate immediately, and they showed it to us.

Operating Executive — Private Advisory Engagement

What you buy from CMD+RVL

CMD+RVL is not another terminal, model wrapper, or consulting deck. We build a working result on your data and attach the proof trail behind it. That first result might cut spend, make a workflow usable, or make a decision defensible enough to move, while leaving your team with more to build on.

Receipt

(noun)

The source trail behind a result: where it came from, what changed, and why a team can trust it.

How Engagements Start

One scope. One result. One proof trail.

The first engagement should end with something the business can use and evaluate immediately, and a clear sense of what becomes easier after that.

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. We work through it with your team while the problem is still live in the room.

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.

Scope the deliverable

Set one owner, one deliverable, and one acceptance test.

Deliver with proof attached

Ship something a team can use immediately and check back to source.

Decide what expands

Use the first result to choose the next investment and avoid starting the next scope from zero.

Talk through a first result →

If the first outcome lands, the next step becomes much clearer.

Where this lands fastest

CMD+RVL is strongest where a team needs a concrete result and proof in the same motion, and where the first result should create leverage for the next one.

Delete vendor spend

Use public or already-owned data to challenge paid data dependencies, show what is replaceable, and start with the cleanest cut.

Ship a usable workflow

Deliver a working UI, report, monitor, or review flow that a team can use immediately and check back to source.

Create leverage for the next build

Once the first result exists, reuse the same sources, mappings, and receipts so adjacent work does not start from zero.

Built for:

Procurement

Structured Finance

Commercial Real Estate

Risk & Compliance

Data & AI Teams

If you can name the first result that matters, we can usually help you find the right starting shape and what it unlocks after that.

Talk through a first result →See proof

Start small. Prove the first result. Expand only if it earns the next step.