— WORKBENCH

Every review, one workbench. Sorted, scored, assigned.

Reviews, tickets and calls pile up in different tools, and nobody knows which complaint costs you most. Workbench puts them in one place and ranks them by the revenue behind them.

workbench · insights board · 24,318 reviews · 142 active insights
‹ + New view All Insights All Reviews Roadmap Sources Workbench Customers Pulse Rules Search ⌘K all sources 30 days all areas all types board list BUGS · 47NEWimpact 92Crash on iOS 17 sign-in★ 1.2 · App Store · 47 mentionsACKNOWLEDGEDimpact 71Slow sync after bulk import★ 2.8 · G2 · 18 mentionsIN PROGRESSimpact 64SSO redirect loop★ 1.5 · Trustpilot · 9 mentionsREQUESTS · 32NEWimpact 88Bulk export to CSV★ 4.0 · G2 · 32 mentionsACKNOWLEDGEDimpact 69Dark mode★ 3.6 · App Store · 21 mentionsSHIPPEDimpact 58SSO with Oktav4.2 · pushed to Linear · closedCHURN · 12NEWimpact 95Considering Trustpilot★ 2.5 · G2 · $12k ARRNEWimpact 77Pricing too high vs Acme★ 2.0 · ProductHunt · 7 mentionsIN PROGRESSimpact 52Support reply times★ 2.2 · Trustpilot · 5 mentionsSOCIAL · 18NEWimpact 90“Cut our triage time in half.”★ 5.0 · G2 · Head of ProductACKNOWLEDGEDimpact 82“Finally one place for reviews.”★ 5.0 · App Store · 18 advocatesSHIPPEDimpact 74“Onboarding is effortless.”★ 4.8 · Trustpilot · quoted in deck 142 insights · synced 2 min ago · all sources connected Open AI search ⌘K
— Outcomes

Stop guessing what to fix first.

What changes when your feedback is one ranked list, not a dozen tabs.

— Bugs
Fix what costs most first.
A regression shows up as soon as mentions cluster, ranked by how many customers hit it and the revenue behind them.
What changes
· before support escalates
— Requests
Build what’s paid for.
Each request carries the MRR, churned revenue and open deals behind it, so planning starts from numbers, not the loudest voice.
What changes
· every planning cycle
— Ownership
Nothing slips through.
Every insight has an owner and a status, and when it ships, everyone who asked hears about it.
What changes
· until it’s shipped
insight · bug · "Crash on iOS 17 sign-in"
◔Intelligence Sensitivity
Batch 5Temp 0.2Only new
AI summary
Users on iOS 17 are hitting a crash immediately after the OAuth redirect. First reported 14 Mar, climbing through the weekend. Predominantly affects users with Microsoft SSO.
Mentions
"App crashes the second I tap Sign In with Microsoft. iPhone 15 Pro, fresh install." — App Store · ★1
"Worked last week, now it just bounces me back to login. Unusable." — App Store · ★1
"Microsoft SSO fails every time on my iPhone since the update." — G2 · ★2
— 01 · AI Analysis

Tagged and grouped before you open it.

AI reads every review and tags it — bug, feature request, churn signal, competitor mention, or a bit of social proof for you.

The related ones group into themes, each with a written summary and an impact score so you know what to look at first.

Tune what AI flags →
— 02 · Workbench

Kanban or table. Saved views per team.

Drag insights through New → Acknowledged → In Progress → Shipped on a kanban, or work them in a sortable table — so the whole team can see what's moving and nothing quietly slips through.

Filter by status, assignee, priority, area, date, or platform — then save the view and pin it to your sidebar.

Saved viewsBulk actionsNotesComments
Work your queue →
view · "Mobile bugs this sprint" · 14 items
7d30d90dAll
TableKanban
InsightRevenueTypePriorityStatus
Crash on iOS 17 sign-in$4.2k3 accts · 62% attributedbug · 12new
Bulk CSV export$1.8k2 accts · 40% attributedfeature · 8new
Sync fails after token expiry$1.2k1 acct · 100% attributedbug · 3acknowledged
Slack alerts for churn risk$5.4k4 accts · 33% attributedfeature · 5acknowledged
Duplicate insights per review—0 accts · 0% attributedbug · 7in progress
Push to Linear with quotes$2.1k2 accts · 50% attributedfeatureshipped
Filters reset on view switch—0 accts · 0% attributedbug · 4acknowledged
1 item selected×
StatusNew
Organize
Assign to⌄
Share & Export
LinearJiraSlackDownloadCopy
Delete 1 item
insight · request · "SSO with Okta and Azure AD"
— 03 · Revenue

Every request, with the money behind it.

See the MRR, churned revenue and open deals behind each request, so you build what keeps and wins customers.

Filter to any segment, like Enterprise accounts over $1k MRR, and the ranking follows.

Follow the money →
push · "Crash on iOS 17" → Linear USE-16 · #product-team
UUseReviews›Issues›USE-16Crash on iOS 17 sign-in1 / 11
Crash on iOS 17 sign-in
Bug Report: Crash on iOS 17 sign-in
Category: Crash on iOS 17 sign-in
Mentions: 47 customer reviews
Avg Rating from affected customers: 1.2/5
AI Analysis
Microsoft SSO sign-in fails on iOS 17.x since release 4.2.
Customer Feedback
★☆☆☆☆ (1/5) — Jate S. on App Store
Sign-in broken since the iOS 17 update (UseReviews Review)
Properties
In Progress
Set priority
Assign
Labels
Add label
Project
Add to project
#product-teamMessagesCanvas🔔⌕
ReactReply⋮
U
UseReviewsAPP18:51
Bug Report — 1 item
Crash on iOS 17 sign-in after the 4.2 release
47 mentions · High
App crashes the second I tap Sign In with Microsoft. Two days of support tickets and I still can't sign in on my phone.
Customer Feedback
★☆☆☆☆ (1/5) — Jate S. on App Store
Sign-in broken since the iOS 17 update
Pros: Fast once you're in, the mobile layout is clean, and search across old threads actually works.
Cons: Microsoft SSO crashes the app every single time on iOS 17, and the fallback email login never sends the code.
View in UseReviews✅ 2👀 1
— 04 · Push to tools

Ship anywhere. Linear, Jira, Slack, email, webhook.

Send it to Linear, Jira, Slack, or a webhook. Each one lands fully formed — summary, the real customer quotes, a link back to dig in. Draft a follow-up to whoever left the review and send it from your own address. Or connect Claude or Cursor over MCP and ask your reviews questions without leaving your editor.

Push to your tools →
Triage in minutes, not meetings.
Move a regression from "noticed" to a labelled Linear or Jira ticket without the cross-team Notion docs. The AI summary writes the ticket description; the customer quotes attach themselves; the workflow takes a click.
— WHAT THE WORKBENCH UNLOCKS
— 05 · Roadmap

From request to roadmap, without a spreadsheet.

Plan Now, Next and Later straight from what customers asked for. Size the work, spot quick wins, and drag a card to Shipped when it's done.

Plan from requests →
— 06 · Close the loop

Shipped it? Tell everyone who asked.

One click emails every customer who asked, quoting their own words. Their replies come back as new feedback.

Tell them it shipped →
— 07 · Rules

Rules that act while you're busy.

A churn signal on an open deal or a $10k MRR request? The right person hears in Slack, email, Linear or Jira, no board-watching.

Automate the busywork →
— also in UseReviews

Need to ask customers something specific?

Feedback Collection ships a block-based builder with AI-generated follow-ups, an embeddable widget, and trigger-based delivery. Every response feeds back into this same workbench.

Build a smarter form →

Questions & answers

Which platforms can UseReviews ingest reviews from?

Apple App Store, Google Play Store, G2, Trustpilot, ProductHunt, any RSS feed, CSV bulk upload, our embedded widget, custom Smart Forms, and any external system via webhook. Most teams have their first three sources synced within ten minutes.

How accurate is the AI clustering?

Every cluster is editable and auditable — your team can re-tag, split, or merge any insight, and the AI uses those corrections going forward. Each workspace also configures its own thresholds and categories, so you tune the precision/recall trade-off to fit how your team actually works.

Can I push to tools other than Linear, Jira and Slack?

Yes. Native pushes include Linear, Jira, Slack, and email (via your own SMTP or Resend). For everything else, we expose configurable webhooks with retry-on-failure and full delivery history.

Can I use UseReviews from Claude or Cursor?

Yes. Our MCP server lets any MCP client read your reviews, insights and clusters, so you can ask questions about customer feedback right where you work. Setup is in the MCP docs.

Does it work with our existing customer data?

Drop in a Stripe key and customer profiles, plan tier, LTV, and purchase history land beside every review. You can also import contacts from CSV, segment by behaviour, and send AI-drafted email directly to any contact.

Connect your first source. See your first insight.

A few minutes to your first connected platform. Free plan included — no credit card.