CMD+RVL provides AI provenance and data lineage consulting for investment and risk teams. We trace every AI output back to its source — so when someone questions a number, your team can show exactly where it came from, how it was built, and why it's right.

What is AI provenance?

AI provenance is the complete chain of evidence linking an AI output to its original sources. It answers: what data went in, what transformations were applied, and when. CMD+RVL builds this provenance layer so your AI outputs are traceable, auditable, and defensible.

Investment and risk teams at hedge funds, asset managers, and credit/structured finance firms — anyone using AI where outputs get questioned, regulators require proof, and conclusions need to hold up under scrutiny.

How is this different from Bloomberg or Refinitiv?

Terminals give you data access. CMD+RVL gives you provenance — a traceable record from AI output back to source, with every transformation documented. They answer what the number is. We prove where it came from.

What does CMD+RVL monitor?

We monitor SEC EDGAR disclosure state, CMBS ownership changes, exhibit swap events, borrower disclosure drift, BDC portfolio transitions, and prospectus market context — all with full data lineage from source to output.

Can we build this methodology internally?

Yes — that's the point. Every provenance record includes complete specifications: sources, assumptions, logic. You can run CMD+RVL alongside your own systems during transition, then bring it fully in-house when you're ready.

How do I get started?

Start with a free 60-minute AI readiness workshop on your own data. We'll map your current data lineage, identify gaps, and show you what provenance looks like for your specific use case. No commitment required.

How much does it cost?

The initial workshop is free. Engagements are priced per scope — not seat licenses or token fees. Pricing scales with the complexity of the lineage layer and monitoring coverage, discussed after you've seen results on your data.

What if my numbers differ from yours?

That's where the lineage comparison comes in. When results diverge, both provenance chains are visible — you can see exactly where and why the paths split. Run CMD+RVL as a parallel reference while building internal capabilities.

How do you handle data accuracy?

Every output includes a provenance record with source references, transformation logic, and methodology. When confidence drops or data is missing, it's flagged before delivery — the lineage chain shows exactly what happened and why.

What delivery options are available?

Monitoring results can be delivered via email, Slack, or webhook — each with full provenance records attached. You choose the channel and schedule that fits your workflow.

What is an AI readiness assessment?

An AI readiness assessment evaluates how prepared your data infrastructure is for AI adoption. CMD+RVL assesses your data lineage maturity, identifies gaps in traceability, and builds a roadmap to make your data AI-ready — starting with the outputs that matter most.

How It Works Proof

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Your AI Gave You an Answer. Can You Prove Where It Came From?

We trace every AI output back to its source and give your team a record that holds up — so when someone questions a number, the answer is already there.

Book a free workshop →See the proof

Get your data AI-ready — with proof of everything.Free 60-minute workshop on your data. Engagements priced per outcome — not hours, not seats.

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+

Lineage connections traced

Never reconstruct a number again

1,185

Deals monitored

Every answer audit-ready

7,385

Charts with full provenance

Proof your regulator can verify

How It Works

Every number has a trail.

Connect. Trace. Prove. Monitor. — CMD+RVL builds the data lineage layer that makes your data AI ready, so every output traces back to its source, automatically.

01Connect

Your data stays where it is. We plug in and map every source.

02Trace

Each result carries its full history — what went in, how it transformed, when.

03Prove

When someone asks 'how did you get this?', the answer is on screen.

04Monitor

Sources shift. Models drift. We flag it before it reaches decision-makers.

The goal isn't another vendor. It's giving your team the proof to trust their own AI.

We used to spend two days reconstructing how a number got into a filing. Now the audit trail is already there before anyone asks.

Head of Data Infrastructure — Multi-Strategy Hedge Fund

The proof layer your AI is missing.

AI is already in your organization. The hard part isn't getting answers — it's standing behind them when they get questioned. We build the connective tissue between your raw data and your AI outputs — so your team can explain any result, to anyone, at any time.

Provenance

(noun)

The verifiable chain from any AI-generated answer back to its original source — the proof that what your system told you is grounded in real data.

What You Get

Built for the moment someone questions the number.

AI outputs don't fail — unexplainable ones do. Our data lineage consulting gives your team the documentation to answer follow-up questions without scrambling.

Traceable data

Every data point linked to its source. Every transformation documented. Your team can follow the chain from any AI output back to the original data.

Defensible AI

Complete documentation for every AI-generated result — defensible data decisions your team can reproduce, explain, and stand behind.

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Outcomes. With Receipts. That's what your team walks away with.

Built for industries where the answer has to hold up.

SEC filings. BCBS 239 compliance. Portfolio monitoring. Risk. Audit. When AI outputs inform real decisions, every number needs a verifiable source and every conclusion needs to withstand scrutiny.

SEC-grade lineage

Full data lineage from source to SEC filing. Every number traceable, every methodology documented, every audit question already answered.

Regulatory compliance

Full data provenance for compliance and regulatory scrutiny. BCBS 239, SOX, MiFID II — documentation ready from day one.

AI audit trail

A complete chain of evidence for every AI-generated result. The model, the data, the logic, the timestamp — all linked and ready for review.

Built for:

Hedge Funds

Asset Managers

Credit & Structured Finance

Risk & Compliance

Investment Research

Start with a free workshop on your own data. See the lineage behind it. Decide if it fits.

Book a free workshop →See what we've built

Free 60-minute workshop on your own data. No commitment.