The revenue numbers your team
actually trusts.

Usually three causes stacked together: deals counted at different moments (closed-won vs invoiced vs paid), currency and discount handling that differs between systems, and CRM fields that were never filled consistently. A reporting audit reconciles the two numbers line by line and tells you which cause dominates, the fix is often field rules and definitions, not new software.

Native reporting, Zoho Analytics, HubSpot reports, SugarCRM dashboards, covers most teams if the data model is clean, and it is dramatically cheaper to maintain. You outgrow it when you need to join CRM data with billing, product or support data at scale, keep history the CRM overwrites, or answer questions across more than a couple of systems. We tell you honestly which side of that line you are on.

The first trusted dashboard typically ships in about ten days, after the variance audit and definitions workshop, on top of targeted field fixes. A full role-based reporting layer with reconciliation and scheduled digests usually runs four to eight weeks depending on how many systems feed it.

This is where most reporting quietly dies. We put the metric layer under change control: every report traces to the metric dictionary, so a field or stage change triggers a known list of reports to update, with dbt tests or dataset checks catching breaks before your executives do. Restructure the pipeline and the reports move with it.

Your choice. Everything we build is documented and owned by you, many clients run it with their own admin after handover training. Most keep a light monthly retainer: we handle metric changes, quarterly reviews and new report requests, and you can stop anytime.

Yes, messy data is the normal starting point, not a blocker. The audit shows which fields your key reports depend on; we repair and backfill those specifically rather than boiling the ocean. Rep scorecards then keep the data clean, because nobody wants a blank chart with their name on it. For deeper cleanup we pair this with our CRM migration and data service.

All three. We are a Zoho Analytics consultant and HubSpot reporting shop first, native tools done properly beat a premature warehouse. When you genuinely need more, we build on BigQuery or Snowflake with dbt models and Grafana or sheet-based delivery, and you own the whole stack.

The reporting audit is fixed-price. Dashboard builds are quoted as a fixed project after the audit, native-tool engagements land well below warehouse builds, which is one reason we do not push warehouses you do not need. Ongoing maintenance runs as a small monthly retainer you can stop anytime.