Use cases

What teams actually automate

Every use case below is backed by plans you can open and read — the real FML, not a screenshot of one.

Customer Success · 3 plans

Account health that doesn't depend on gut feel

Customer success runs on signals scattered across Slack threads, warehouse tables, and audit logs. The data exists — it just isn't readable on a Tuesday morning before a QBR. These plans turn that scatter into scheduled, structured reporting.

BigQuery
Slack
Adoption risk
Error patterns
Signal extraction

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Revenue & Sales · 2 plans

Reps stop walking into calls cold

Everything a rep needs before a call already exists — in the CRM, the calendar, and last quarter's transcript. It's just spread across three systems nobody has time to reconcile in the ten minutes beforehand. These plans do the reconciling.

Avoma
Google Calendar
Salesforce
Meeting summary
Next steps

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Product Intelligence · 2 plans

Read every call, not the three you had time for

The honest answer about a feature or an objection is spread across dozens of transcripts. Reading them one at a time doesn't scale, and the tools holding them can usually only be queried by attendee or date — never by what was actually said.

Avoma
Google Drive
Keyword research
Conversational
Intent detection

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Platform Analytics · 2 plans

Know which MCP servers are actually earning their keep

Fleet telemetry lives across several tables, so every question about adoption, errors, or dormant connections becomes a manual join. These plans make that snapshot repeatable and schedulable.

BigQuery
Server telemetry
Adoption
Fleet ranking
Connection status

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True of every plan, whatever the use case

Zero prompt drift

Every plan is a versioned contract. Run 1 and run 10,000 behave identically.

Scoped sessions

Each LLM call sees only the context it needs — no one giant prompt, no context rot.

Typed output

Plans return validated objects pinned to a schema, not text you have to parse.

Reusable like an API

Parameterise once and call it from anywhere — versioned, auditable, shareable.