Gisti

Feedback that should be driving your roadmap is instead sitting in five different tabs, losing context every time someone copy-pastes a quote into a planning doc. Gisti pulls that feedback from support tickets, app store reviews, in-app surveys, NPS calls, and Slack, then runs embedding, clustering, deduplication, and impact scoring automatically. The output is a ranked opportunity list with the evidence panel attached — not a summary someone wrote, but the actual customer voices grouped by theme.

The differentiating bet is the intent-routing layer. Rather than stopping at ‘here are your themes,’ Gisti is building toward classifying each opportunity by the type of action it requires — an ops report for delivery complaints, a product judgement doc for ambiguous calls like search relevance, and a ready-to-review pull request for well-scoped bugs. The vendor describes the PR routing as building now and the ops and product judgement outputs as exploring, meaning the clustering and prioritization engine is the production-ready surface today.

Gisti fits solo founders and small product teams who are drowning in unstructured feedback and need a ranked backlog with evidence attached — without hiring a research ops function to produce it. It does not fit teams who need API access to pipe outputs into a custom data warehouse, who want to self-host, or who need the full routing layer available today rather than on a roadmap. The agent message limits on the free tier will surface quickly for teams processing high feedback volumes across multiple sources; that ceiling pushes teams to the paid tier or toward building their own clustering pipeline.