Gisti
Summary
Customer feedback piles up across support tickets, app store reviews, surveys, and Slack — and most teams either ignore it or spend two days a sprint manually tagging themes that dissolve by the next planning session. Gisti exists to absorb that pile and return a ranked, evidence-backed list of what to fix.
Gisti ingests signals from support tickets, in-app surveys, review stores, and live chat, then runs clustering and deduplication automatically to surface product opportunities scored by evidence weight. Each opportunity arrives with the actual customer quotes attached, so prioritization arguments in planning meetings have a paper trail. The agent layer lets you explore, merge, split, or re-score clusters before pushing to Linear or an equivalent delivery tool. The routing layer — which drafts ops reports, product judgement docs, or pull requests and sends them to the owning team — is marked as still being built. Teams expecting full closed-loop routing today will be working with the clustering and prioritization half of the product while the action layer catches up.
Bottom line: Gisti earns its place in a founding team's stack when feedback volume has outgrown a shared spreadsheet — but teams expecting automated ticket-to-PR routing on day one will hit a feature that the vendor marks as in progress.
Pricing Plans
Subscription- Free Tier
- 500 feedback items indexed / month, 20 AI agent messages / month, up to 3 editors
Free
For solo founders validating an idea.
- 500 feedback items indexed / month
- 20 AI agent messages / month
- AI clustering & summarization
- App Store, Google Play, CSV & web feedback
- Up to 3 editors
Automatic
EARLY BIRD $100 $30 /mo early-bird price · billed monthly · 14-day free trial
- 10,000 feedback items & 300 agent messages / mo
- Deeper clustering on our most capable models
- All integrations unlocked — Slack, Zendesk & meetings
- Push opportunities to Linear
- Google SSO, team roles & up to 10 editors
View full pricing on gisti.ai →
Pricing may have changed since last verified. Check the official site for current plans.
Community Performance Report Card
No community ratings yet. Be the first to rate this tool!
Community Benchmarks Community
Sign in to submit a benchmarkNo community benchmarks yet. Be the first to share a real-world data point.
Pros
Sign in to edit- Automatic clustering and deduplication across support tickets, reviews, surveys, and Slack, so you stop manually tagging the same complaint that arrived from four channels with different wording.
- Evidence panels attach the actual customer quotes to each ranked opportunity, which means planning arguments are grounded in source data rather than whoever summarized the feedback last.
- Impact scoring weights the evidence before ranking, so a bug mentioned once in a G2 review does not outrank a delivery problem cited across 23 support tickets.
- Linear sync pushes prioritized opportunities directly to the backlog tool the team already uses, so there is no manual translation step between insight and ticket.
- Intent-based routing — ops report, product judgement, pull request — is being built into the pipeline, which means teams get a path toward closing the loop from customer voice to the owning team's artifact format.
Cons
Sign in to edit- The routing layer that drafts ops reports, product judgements, and pull requests is not in production — it is marked as 'building now' or 'exploring' depending on the output type. Teams who purchase expecting closed-loop automation today are buying a roadmap commitment, not a shipped feature.
- Agent message limits are capped on the free tier, and feedback volume from a multi-source setup hits those limits before a meaningful clustering run is complete. Teams processing more than a few hundred voices per cycle will find themselves rate-limited into the paid tier or manually batching inputs.
- No API is available, so any team that needs to pull cluster outputs into a custom analytics stack, a data warehouse, or a non-supported delivery tool has no programmatic path. Teams with that requirement abandon Gisti for a pipeline built on a vector database and a clustering library they control.
- Self-hosting is not an option, which eliminates Gisti for any team whose data governance policy prohibits sending customer feedback to a third-party SaaS — a condition that surfaces for regulated industries or enterprise contracts before the tool ever reaches a proof-of-concept stage.
Community Reviews
Sign in to write a reviewNo reviews yet. Be the first to share your experience.
About
- Platforms
- Web
- API Available
- No
- Self-Hosted
- No
- Last Updated
- 2026-07-19T20:29:14.093Z
Best For
Who it's for
- Solo founders validating ideas
- Founding teams shipping products
- Product teams managing backlogs
- AI-native product development
What it does well
- Clustering customer feedback from multiple sources
- Identifying product opportunities from reviews
- Prioritizing features with evidence panels
- Syncing insights to tools like Linear
Integrations
Discussion Community
Sign in to commentNo discussion yet. Sign in to start the conversation.
Compare Gisti
Spotted incorrect or missing data? Join our community of contributors.
Sign Up to ContributeCommunity Notes & Tips Community
Sign in to contributeBe the first to contribute. General notes, observations, gotchas, and tips from people who use this tool day-to-day.
Frequently Asked Questions
- Is Gisti free?
- Gisti has a permanent free tier alongside paid upgrades. You can keep using a baseline version indefinitely without paying.
- Is Gisti open source?
- No — Gisti is a closed-source tool. Source code is not publicly available.
- What platforms does Gisti support?
- Gisti is available on: Web.
Hours Saved & ROI Stories Community
Sign in to contributeBe the first to contribute. Concrete time/cost savings, with context. e.g. "Cut my code review backlog from 4h to 45m per week."
Curated lists that include this category
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.