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Tabular / Snapshot
One business question
Relay AIIllustrative analysis

Usage is growing. Are customers getting lasting value?

↳ Product events↳ Billing exports↳ Account records↳ Operating costs
Product events01
3.4M workflow runs

Up 42% month over month

Usage export
Billing exports02
$804k revenue

Revenue by account and workflow

Billing data
Account records03
4,800 accounts

Cohorts, segments, and repeat use

Customer data
Operating costs04
$382k delivery cost

Model and workflow-level costs

Cost ledger
Joined evidenceSignal 01

More activity. Uneven adoption.

68%of runs from the top 15% of accounts
35%repeat a workflow within seven days
Matched by account + workflow
Business implicationRetention

A small group is driving the growth.

Rising usage masks weak repeat behavior across the wider customer base. The next growth constraint is activation.

Evidence → executive insight
Recommended next movePriority 01

Make the second run the first milestone.

Test onboarding that gets accounts to a second workflow run within seven days. Measure repeat use and paid retention by cohort.

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Fictional company. Real analytical structure.Scroll to follow the signal
AI SaaSUsage-based APIsDeveloper toolsPLG B2B SaaSVertical SaaS

From your existing data
to a clear next move.

Relay AI / SnapshotIllustrative
01 / The starting point

Usage is growing.
Is adoption keeping up?

↳ Product events3.4M workflow runs
↳ Billing exports$804k revenue
↳ Customer records4,800 accounts
↳ Operating costs$382k delivery cost

One question. Four connected data sources.

Fictional company. Illustrative findings.

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