ML Automation Digital

We read the quiet patterns in your app analytics that arrive weeks before a cancellation—and turn them into signals your team can act on.

Primary engagement: Churn Signal Audit

Most product teams already collect events. We show which of those events actually precede churn—and which only look predictive on a dashboard.

From £4,800 · 2–3 weeks

Isolate early indicators before revenue reports catch up

We review your behavioural stream, retention cohorts, and cancellation flows, then deliver a ranked watchlist of actionable signals with a briefing for product, growth, and customer success.

  • Signal strength ranked against recent cancellations
  • False-positive review for vanity metrics
  • Five to eight indicators your teams can monitor
Analytics charts displayed on a monitor

Related analytics engagements

Once the audit is clear, teams usually ask for a model brief, a cohort readout, or a map from signals to interventions.

Person reviewing data charts on a laptop

Early-Warning Model Brief

A practical brief for building or refining a predictive churn score from app analytics.

From £6,200

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Printed charts and graphs on a wooden desk

Retention Cohort Readout

Explain how cohorts diverge before churn becomes visible in revenue reports.

From £3,900

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Team collaborating around a table with notebooks

Intervention Signal Map

Connect early churn indicators to the moments your team can still intervene.

From £5,400

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“They discarded half the ‘churn’ metrics we trusted. The three they kept gave customer success a two-week head start we did not have before.”
Head of lifecycle · B2B SaaS · United Kingdom

What you can request

  • A churn signal audit against your live event stream
  • An early-warning model brief for your data team
  • Retention cohort readouts before renewal windows
  • Intervention maps linking risk bands to outreach

Pricing on service pages is informational. Scope is confirmed before any paid work begins.

Studio

68 Boughton Rd
Whitrigg, CA5 3FN
United Kingdom

+44 078 1851 3625
Mon–Fri 9:00–17:30 GMT