SaaS revenue data reconciliation

We build the revenue history
behind metrics you can explain.

MRRWorks fixes mismatched billing, product, CRM, finance, spreadsheets, and historical exports into one reusable customer-level revenue model.

Billing, CRM, and production database records combining into trusted revenue metrics.

The problem

Your revenue history is spread across systems.

Billing, product, CRM, finance, spreadsheets, and past migrations each hold part of the record. Until those records are connected, questions about MRR, retention, customer performance, and investor reporting require manual reconstruction.

  • No complete history No single system contains the full customer and revenue record.
  • Customers do not match Accounts, subscriptions, and companies use different identifiers across systems.
  • Each analysis starts over The underlying records must be assembled again whenever the business needs an answer.

How it works

A defined project with clear stages and review points.

Your team provides source access and business context. MRRWorks handles the assembly, investigation, validation, and documentation.

  1. 01

    Define the scope

    We confirm the systems, historical period, required level of detail, intended uses, and known migrations or data gaps.

    Stage outcome

    An agreed scope, source inventory, working definitions, and project plan.

  2. 02

    Build and investigate

    We assemble the customer-level history, trace material gaps or mismatches back to the source records, and surface cases that require business context.

    Stage outcome

    A working model, issue log, and clear view of what can and cannot be resolved from the available data.

  3. 03

    Validate and hand off

    We compare the model with source totals and known business events, review material exceptions, finalize the logic, and document how the model should be updated.

    Stage outcome

    A completed revenue model, documented assumptions and exceptions, and a practical ownership and update process.

What MRRWorks handles

Data assembly · investigation · validation · documentation

What your team provides

Source access · historical context · decisions on unresolved cases

Who it's for

For SaaS teams that need one usable revenue history.

MRRWorks is most useful when revenue data has accumulated across systems, but the business now has a concrete reason to assemble it into one consistent model.

Defined, founder-led projects using your existing systems. No platform replacement required.

  • Fundraising or investor reporting You need a clear view of MRR, retention, customer history, and changes over time.
  • Multiple systems or migrations Billing, product, CRM, and finance records no longer connect cleanly.
  • Repeated manual analysis Revenue, retention, or cohort questions repeatedly require exports and record matching.

Questions

Before we start.

Do we need existing reporting or clean data?

No. Many projects begin because reporting has never been standardized or the underlying records are incomplete. Identifying gaps and inconsistencies is part of the work.

What does MRRWorks deliver?

A reusable customer-level revenue history, with matched customer records, normalized revenue activity, documented definitions, and clearly identified exceptions.

Is MRRWorks software?

No. MRRWorks is a specialist, project-based service that works with your existing systems and data. No new reporting platform is required.

What systems can you work with?

Projects may involve billing platforms, product databases, CRM and finance systems, spreadsheets, and historical exports. The scope depends on the available data and the questions the business needs to answer.

How does an engagement start?

Start with the systems involved, what you are trying to understand or report, and where the current process breaks down. After an initial review, MRRWorks defines the scope, deliverables, and timeline.

What happens after the project?

You receive documented data and logic your team can maintain, extend, or use for future reporting and analysis. Ongoing support can be scoped separately when useful.

Start a conversation

Tell us what you need to understand about your revenue.

Leave your email. We'll follow up to understand the systems involved, the current process, and whether MRRWorks is a fit.

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