Stop guessing what to build next.

Figuring out what to build next, grounded in what customers are telling you. Continuous. Not a quarterly workshop, not gut ranking, not the highest-paid opinion in the room.

Start from the signal you already hold rather than from a new research plan. Pull every channel customers already talk in — support, sales calls, community, reviews, churn reasons — into one place, cluster it so you are looking at problems instead of quotes, then rank the clusters by who is affected and what they are worth. Add deliberate research for the questions that evidence cannot answer, which is fewer than most teams expect. The step that makes it discovery rather than a backlog is the ranking: if you cannot say why one item sits above another, you have collected, not discovered.

Point it at the reading, not the deciding. The bottleneck in discovery has never been having opinions; it is that nobody can read every support thread, call transcript and review, so teams sample and call it evidence. A model can read all of it, cluster it by underlying problem and surface what moved this week. What it should not do is choose. Use AI to make the evidence complete, then rank against a goal a human set, and keep the trail from signal to decision visible so the answer can be checked rather than trusted.

Feedback management is the inbox: log it, tag it, route it. Product discovery is the answer to what to build next and why. Annsa does both — the collection is the floor, the priority list is the ceiling.

No. Researchers go deep on specific questions. Product discovery is the continuous version: what everyone is saying, all the time. Annsa reads every channel, clusters by intent, ranks by business impact. Researchers stay valuable for the questions a graph can’t answer.

Minutes. Connect Slack, drop in a CSV, point Annsa at your support inbox. By morning you have priorities. The signal compounds the longer it runs.

No. It grounds it. The list shows the reasoning: which customers asked, what they said, what revenue band, where sentiment is trending. You still decide. You’re just deciding from evidence, not memory.