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Analysis / Product analytics and activation

Locate friction inside a core product workflow

Use workflow step, error and completion events to locate retries, delays and high failure stages, with request counts and sequence evidence.

A starting point for

Product manager · Product analyst

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Your starting prompt.

For [core workflow], use [step events] to calculate completion rate, error frequency, retries and elapsed time for each stage. Group by [platform] and [version], preserving failed and unfinished attempts. Find stages where high traffic and high failure coincide, with bounded examples of event sequences. Prepare a prioritized investigation list and identify where missing request identifiers prevent reliable reconstruction of an attempt.

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Method and review

Keep the assumptions visible.

Agree on event definitions, identity rules and cohort windows. Check instrumentation coverage before comparing activation, retention or engagement.

For this task, check

Retries and multiple concurrent sessions require a stable attempt identifier for accurate funnel reconstruction.

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