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Data You Can TrustShipped

We measure your stack before we touch it

Scripted, read-only API audits of your CRM and the tools around it. Quantified findings before anyone proposes a build.

  • Pipedrive
  • Shopify
  • Salesforce
  • Custom

The problem

Every vendor proposed a build in the first meeting. Nobody had counted the duplicates, listed the dead fields, or checked whether anything was actually wired up.

What we built

A read-only audit that runs first on every engagement: scripted pulls with no write permissions, producing counts of webhooks, duplicate clusters, unused fields, and ownerless records. On Salesforce it also covers automations, permissions, and field usage. Findings come back ranked with the cost of leaving each one alone.

Where AI does the work

No AI in the audit itself. Here's why that was right: an audit has to be reproducible. The same script on the same org gives the same counts, and you can rerun it after we leave.

Where rules do the work

Read-only credentials, scripted pulls, deterministic duplicate clustering, field-usage scans, and a findings report that links every number to the query that produced it.

Outcome

One first audit found zero webhooks configured and 1,682 duplicate clusters before a single record changed.

Who this fits

  • Anyone about to sign a CRM or AI build proposal
  • Teams inheriting an org or a stack from a previous contractor
  • Leaders who want a number, not an opinion, before they spend

See it running first.

Proof first. Then we'll talk about your stack.

How we work →