Why research falls apart
Most teams agree they should talk to customers more. Then the work hits the calendar: recruiting, scheduling, moderation, notes, tagging, synthesis, and distribution. The project becomes a one-time sprint instead of a recurring operating system.
That is especially true for lean Shopify brands where the same people own acquisition, retention, product, and CX.
What to automate
Automate the repetitive parts: invites, interview execution, transcript capture, tagging, and first-pass synthesis. Keep humans involved in deciding the business question, approving the interview guide, interpreting tradeoffs, and choosing tests.
The point is not to remove judgment. It is to give judgment better evidence more often.
What rhythm works
A practical rhythm is monthly: pick one or two cohorts, run enough interviews to find patterns, publish a short brief, choose a few tests, and revisit the same customer question after changes ship.
That cadence turns customer research from an occasional project into a standing source of operating signal.