Make revenue data trustworthy without becoming the data team.
You own the CRM process, stakeholder trust, and operating cadence. We handle the technical data audit, sync feasibility, SQL/dbt/dashboard plan, and prototype where the systems are ready.
The Revenue Data Trust Sprint gives you a focused technical layer when the client asks, "Can we trust this number?" or "Can this system actually sync with the warehouse?" You keep the client relationship and process authority while MLDeep turns the data question into a scoped technical answer.
20-min call · bring one CRM or reporting trust problem · leave with a written remediation plan · no slide deck.
You keep the RevOps seat. MLDeep handles the technical proof.
What you keep
- CRM process ownership and stakeholder communication
- Sales, marketing, and customer-success operating context
- Executive framing around process change and adoption
- The commercial relationship and next-step recommendation
What MLDeep handles
- Data audit across CRM, warehouse, BI, spreadsheets, and automations
- Sync feasibility and source-of-truth mapping
- SQL/dbt/dashboard implementation plan
- Prototype or proof run when system access and data quality allow it
Senior delivery you can verify, not a pitch.
You own the RevOps playbook and the client relationship. We build the data layer that makes it actually run in their CRM and warehouse. The signals below are checkable before we touch a system.
What actually ships
The plumbing behind the recommendation: the pipelines, scoring logic, or reporting that makes the playbook run against real revenue data, with a runbook the client's team can operate. Not a slide on process.
dbt Labs Registered Partner
Revenue analytics and transformation work built on the standard a real data team recognizes, not a bespoke setup only we can maintain.
Published research
We publish our work on AI agent reliability and evaluation, including AgentDoctor. The depth behind the delivery is public, not a claim.
The person who scopes it builds it
Nine years across data engineering, cloud infrastructure, and AI. Senior-led throughout, with Domain Methods delivery capacity when a build needs more hands, never a junior handoff.
A focused technical sprint for revenue data trust.
Inspect the current reporting path
Map how CRM fields, lifecycle stages, campaign data, product usage, and spreadsheets become the numbers the client sees.
Name the trust gaps
Identify duplicate rules, stale syncs, missing joins, broken attribution assumptions, and dashboard definitions that are creating stakeholder disputes.
Scope the implementation path
Deliver a practical plan for data cleaning, sync repair, SQL/dbt models, dashboard rebuilds, and a first prototype where the data supports it.
Revenue data trust scorecard.
Use this as the nurture asset before a partner fit call. If three or more are true, the client is probably ready for a technical trust sprint.
Download the complete scorecard
A deeper consultant-facing checklist with 0-3 scoring, trust-gap prompts, sync risk checks, reporting definition questions, recommended sprint outputs, and decision rules.
Source-of-truth confusion
Sales trusts CRM, finance trusts spreadsheets, marketing trusts attribution tooling, and nobody can explain the reconciliation path.
Sync risk
Important fields move through brittle workflows, reverse ETL, Zapier/Make, imports, or manual spreadsheet patches without monitoring.
Dashboard disputes
Pipeline, CAC, conversion, lead source, expansion, or retention numbers are debated more than they are used.
Technical debt in the way
The right RevOps process is clear, but the client needs data modeling, SQL, dbt, API, or dashboard implementation depth to make it real.
What we commit to in writing, before any access.
Your client's revenue and CRM data stays inside a tightly scoped engagement, with the controls below written into the SOW before anyone touches a system.
Mutual NDA before access
Your paper, the client's, or ours, whichever you prefer. Signed before anyone touches a system.
Read-only by default
No writes to production systems unless the scope authorizes it in writing.
Engagement-scoped credentials
Provisioned at kickoff, revoked at handoff. No long-lived access tokens.
Deletion at sign-off
All exports, screenshots, and working files deleted within 7 days of handoff.
Mutual non-solicit
MLDeep does not pitch RevOps process, system administration, or ongoing CRM work to your client. The technical delivery is the whole scope.
What RevOps consultants ask before booking.
What CRMs and warehouses have you actually shipped against?
What does a Revenue Data Trust Sprint cost?
How is my RevOps process work protected?
Can I see a sample deliverable?
What if you are sick or double-booked mid-sprint?
Do you carry SOC 2 or E&O insurance?
Bring one CRM or reporting trust problem.
In the fit call, we will help determine whether it needs a Revenue Data Trust Sprint, a smaller scope note, or a different specialist.
Responds within one business day · calls overlap 17:00-22:00 IST / 07:30-12:30 ET · back to partner hub.