Straight answers to the questions product teams ask about customer feedback. How to centralize it, make sense of it, and turn it into a roadmap you can defend, with a source for every claim.
Get feedback out of Slack, support tickets, calls, and docs and into one place you can count.
How-To Guide12 min read
List every feedback source, pick one home with fixed fields, merge duplicates into themes, and give one owner a 30-minute weekly review.
Best Tools13 min read
Seven tools compared on how they sync Zendesk, Intercom, and Slack, what they do with the feedback, and what a small team would pay.
Turn piles of tickets, transcripts, and survey answers into themes you can trust.
Best Tools13 min read
Seven options ranked by effort, from an AI formula in your sheet to platforms that theme feedback as it arrives, with prices and catches.
How-To Guide12 min read
Keep themes apart from feedback types, draft 8 to 15 themes from your navigation, test them on 200 comments, and review the list quarterly.
How-To Guide12 min read
Read rivals' 2- and 3-star reviews, group complaints by distinct reviewer, and keep only the gaps your own customers also describe.
How-To Guide12 min read
Run a 60-minute weekly session: AI proposes clusters, you check quotes and count accounts, and the team leaves with one decision.
How-To Guide13 min read
Count unique accounts per theme each week as a share of all who wrote in, then flag spikes and steady climbs against an 8-week baseline.
How-To Guide13 min read
Export tickets and call transcripts, redact PII, pull exact quotes with two prompts, cluster them into themes, and spot-check the result.
Best Tools12 min read
Seven tools that group tickets, calls, and surveys into recurring pain points, compared on sources, minimum data, price, and lasting edits.
Decide what to build next with evidence, not the loudest voice in the room.
How-To Guide12 min read
Group 90 days of feedback by problem, size each by accounts, ARR, severity, and trend, then score only the finalists with one framework.
How-To Guide12 min read
Agree who decides, route every request through one intake, answer each with accounts and ARR, and settle escalations in a set review.
Best Tools13 min read
Seven AI tools compared on how they set the order (votes, mentions, revenue, or a composite score), with a worked example and pricing.
Best Tools13 min read
Seven roadmap tools compared on scoring, roadmap views, and price, plus when a RICE sheet is enough and where an evidence tool fits in.
Weigh feedback by the accounts, revenue, and sentiment behind it.
How-To Guide12 min read
Tag mentions to one fixed theme, chart accounts and negative share weekly against an 8-week baseline, and ignore moves inside the noise.
Best Tools12 min read
Eight ways to attach ARR and churn risk to feature requests, from Canny and Savio totals to CRM filters, and how to avoid double counting.
How-To Guide12 min read
Score the accounts behind each request with capped ARR, segment fit, and churn risk, then rank. Includes a worked example and a sheet.
Put AI to work on the parts of product management that used to take a week.
Explainer13 min read
Six skills and copy-paste prompts for PM work, with the evidence rules that stop AI from inventing quotes or miscounting accounts.
How-To Guide13 min read
Five ways to ground Claude or ChatGPT in customer feedback, from file uploads to MCP, with setup steps, test questions, and permissions.
How-To Guide13 min read
Layer lasting product context in AGENTS.md, a short brief per task, and an MCP server so every requirement an agent builds cites evidence.
Explainer10 min read
What an AI PM agent does at each stage of the loop, which calls it can make on its own, and how to evaluate one before you trust its rank.
Close the loop: ship, tell the customers who asked, and check that it worked.
How-To Guide12 min read
Size a theme into one problem, attach its evidence brief to one Linear project, log asks as Customer Requests, and recheck after ship.
How-To Guide12 min read
Build the requester list at triage, sort people by how well the release fits, and send each a personal note within two business days.
How-To Guide13 min read
Compare equal four-week windows around full rollout, count complaining accounts per feature user, and run a noise check before the verdict.
Template14 min read
A copyable six-section report: headline, top changes, rising themes by account, segment notes, sourced quotes, and the decisions needed.
What to look for, and what to ask, when you choose a customer feedback platform.
Checklist17 min read
A copyable checklist and 10 vendor questions covering SSO, SCIM, integration scopes, audit logs, data residency, AI terms, and SOC 2.
Best Tools13 min read
Seven platforms for small AI-startup product teams, judged on reading chats, calls, and Slack, ranking problems, MCP access, and real cost.
Connect the tools your team already uses and get their feedback flowing.
Notion Guide9 min read
Move interviews into one Notion database, keep quotes apart from your notes, tag from a fixed problem list, and count accounts per problem.
Confluence Guide10 min read
Split raw interview pages from findings, put them on one labeled template, index them, then count the accounts behind each problem.
Intercom Guide9 min read
Export full Intercom threads, find untagged requests in agent replies, include Fin-only chats, and rank each theme by companies affected.
Linear Guide9 min read
Rank Linear customer requests by recent unique customers, correct for what never got logged, and check your roadmap against all feedback.
Zendesk Guide11 min read
Export full Zendesk threads as JSON, search agent replies for untagged requests, and rank each problem by organizations, not tickets.
Attio Guide9 min read
Get notes and call transcripts out of Attio, group them into problems, and rank each by the paying companies behind it, not note count.
Slack Guide10 min read
Route Slack feedback to one channel in a fixed format, copy shared-channel posts out with an emoji, and count accounts per theme weekly.
HubSpot Guide9 min read
Export ticket, note, and closed-lost text from HubSpot, group it into problems, and rank each by the paying companies that raised it.
PostHog Guide8 min read
Theme PostHog survey answers, count unique people per theme, then check what those people did in PostHog to see which problems matter.
Salesforce Guide9 min read
Export Case and opportunity note text, group it into problems, and rank each by accounts, with ARR at risk and open pipeline kept apart.
Typeform Guide9 min read
Export Typeform answers with emails attached, label each against a fixed theme list, and rank themes by how often detractors raise them.
