Bring customer feedback into one weekly view
Reviews, tickets, and survey responses are read by different teams.
For a team receiving feedback through reviews, support, surveys, and interviews.
What good looks like.
A short digest shows source-linked themes, conflicting evidence, coverage gaps, and decisions worth discussing.
- Starts when
- The agreed weekly research cutoff arrives.
- Accountable owner
- Customer research lead
Where AI could help.
AI could suggest tags and draft theme summaries from approved excerpts. A researcher audits labels, verifies quotes, and keeps rare or contradictory feedback visible.
How the work could move.
A suggested process to adapt to your team. Each handoff needs a clear owner and a visible check.
Define the week’s evidence
Researcher
Record source, period, inclusion rules, and available counts in a collection note.
Ready when: Readers can tell which channels and customers are absent.
Prepare the evidence table
Research assistant
Deduplicate entries, remove unnecessary identifiers, and retain source links and context.
Ready when: Each retained excerpt can be checked by an authorized reviewer.
Assess recurring themes
Research lead
Tag needs and objections, sample-check labels, and add contrary examples to a theme table.
Ready when: Counts describe the reviewed evidence rather than the entire customer base.
Route a decision
Product and CX leads
Record which theme needs action, further research, or no change in the weekly digest.
Ready when: Each chosen follow-up has an owner, a question, and a review date.
Explore the setup, checks, and exceptions
Start with your tools.
Start with permitted exports and an evidence table in a spreadsheet or research repository. Link to restricted source records and omit customer identifiers that the digest does not need.
When things go wrong.
- Repeated copies of one complaint count as one underlying example.
- Missing channels are called out instead of treated as no feedback.
- A sensitive source excerpt stays in the restricted repository; the digest uses an appropriate summary.
A useful first step.
Audit ten entries from two channels and see whether another researcher agrees with the tags.
What to measure
Track source coverage, audited tag agreement, and follow-ups completed after the digest.
Want this working with your team and tools?
Build it yourself, adapt what you already have, or work with us. We can help you choose where to start and handle the technical build.