Mixpanel × Acid Labs
2 hours to 10 minutes to create a dashboard and associated components at each launch
Manual, repetitive UI work to automated, code-driven setup
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The story earns its efficiency tag with a concrete before-and-after time number tied to a specific, recurring workflow. The mechanism is unusually detailed: Maor trained Claude on his own naming conventions first, then extended it to write directly into Mixpanel via Headless, then automated the full dashboard rebuild from a prior template. The Google Sheet two-way sync for the User Acquisition team is a second, distinct mechanism that justifies the secondary New Capability tag, since that team could not self-serve at all before.
Show the multi-step delegation sequence: teach the tool your conventions first, then let it write directly, then automate the full workflow. Breaking the automation into three distinct phases makes the mechanism credible and repeatable for readers.
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