Ways to Work With CMD+RVL
Limited engagements, scoped to complexity and risk. Start small, expand as trust builds.
Every engagement starts with a free workshop on your own data.Real data, side-by-side review, no commitment.
Provenance Receipt
AI Output
$2.47B adjusted NAV
2025-06-14 09:41 UTCTransform
Weighted average
847 positionsTransform
Normalized to USD
ECB daily fix rateSource
SEC EDGAR 10-K
CIK 0001234567Source
FRED SOFR rates
SOFR.2025-06-13Provenance verified5 nodes · 2 sources · full chain
Engagement Modes
Choose based on where you are and what you need.
Three ways to work together, from monitored outcomes with provenance to building internal data lineage capability with ongoing validation.
01Delivery
Need a provenance-backed answer fast
Single outcomes delivered on a schedule, with provenance records attached. Start here if you need results now.02Retainer
Build capability with a reference
Ongoing monitoring and drift detection while your team builds internal data lineage processes. Your forward deploy engineer is the named operator — responsible for coverage, drift detection, and transferring capability to your team.03Enablement
Move faster without surprises
Workshops, technique extraction, and parallel validation for teams early in their AI readiness journey.Most teams start with Outcome Delivery and move to a Retainer as they build internal capability.
What each mode includes
Every mode includes provenance records and methodology. The difference is how much ongoing validation and enablement you need.
How engagements evolve
Starting point
- ✗Free 60-minute workshop on your own data
- ✗One outcome, real data, full provenance record
- ✗Side-by-side review with your team
- ✗No commitment beyond the workshop
As trust builds
- ✓Add more outcomes as you validate the method
- ✓Move to a retainer for ongoing monitoring
- ✓Build internal capability with our reference
- ✓Methodology evolves — you don't maintain it
Getting Started
Start with a workshop. Expand as trust builds.
Every engagement begins the same way: a free 60-minute workshop on your own data. Real results, side-by-side review, no commitment.
Define the outcome
Tell us what you need to know. We align on expectations for freshness, coverage, and delivery format.Run the workshop
60 minutes on your own data. We map your data lineage, identify gaps, and show what provenance looks like for your use case.Engagements are limited and scoped to complexity and risk.
Why teams stay
The reference system keeps paying off. Clients stay because the value compounds — not because they're stuck.
01
Drift detection
When your numbers diverge from the reference, you know before anyone asks.02
Audit readiness
Provenance records and methodology documentation are current and exportable.03
No rebuilding
Methodology evolves with the market. You don't maintain it — CMD+RVL does.Hedge Funds & Asset Managers
Credit & Structured Finance
Capital Markets
Risk & Compliance
Data & Analytics Teams