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Product intelligenceIn development

Turn app-store reviews into product work.

ReviewDesk groups recurring feedback, shows the evidence behind each priority, and prepares Jira work without taking judgment away from your team.

Talk to us about ReviewDesk See the workflow
Sources
App stores
Destination
Jira Cloud
Control
Human-led
Review DeskIllustrative workflow
App Store1 star

Crashes after the latest update

18 related
Google Play2 stars

Launch hangs on the loading screen

7 related
Release regressionCritical

Launch failure after version 4.8

Recurring evidence is grouped, scored, and kept traceable to the source reviews.

25 reviews2 sourcesHigh confidence
Jira draftKnown facts separated from unknowns
Human decision
From feedback to accountable action

Hear the pattern.
Keep the receipts.

01

Collect the signal.

Bring Apple App Store and Google Play reviews into one queue. Configurable adapters can add supported Shopify review providers.

02

Understand the pattern.

Detect and redact common sensitive patterns, group related feedback, track trends, and score urgency from the evidence.

03

Act with control.

Match existing Jira work, prepare grounded Bugs or feature requests, and leave ambiguous or low-evidence decisions with a person.

How it works

One durable path from review to decision.

Each stage keeps its inputs, policy, and outcome traceable so your team can inspect why the work was routed.

01

Limit ReviewDesk to the products you choose

A workspace administrator selects the store apps ReviewDesk may process and the Jira projects it may use. The provider account itself can have broader access.

02

Preserve the source, protect the workflow

Review revisions are stored durably. Downstream analysis uses normalized evidence with detected sensitive patterns redacted.

03

Prioritize patterns, not isolated stars

Related feedback becomes a traceable cluster scored across severity, frequency, velocity, reach, recency, and confidence.

04

Route the next action

Eligible work can become a grounded Jira draft. Duplicates, conflicts, and uncertain evidence return to the Review Desk for a human decision.

Human-controlled by design

Automation has to earn its way past the evidence.

ReviewDesk separates known facts, hypotheses, and unknowns. Strong matches, duplicates, contradictory evidence, and policy exclusions stay visible instead of being forced into a new ticket.

  • ReviewDesk processing scopes across tenant, product, selected app, site, and project
  • Encrypted ReviewDesk-managed Apple, Google, and Jira credentials
  • Restricted raw evidence and redacted downstream text
  • Versioned decisions, approvals, and audit history
Connection boundaries

The systems your feedback already touches.

App Store Connect

Read customer reviews for explicitly selected apps through a protected API-key connection.

Google Play

Discover approved apps and read their reviews through a workspace-authorized Google connection.

Jira Cloud

Select the site and projects ReviewDesk may search, match, draft for, and create work in when authorized.

Shopify review providers

Map a configured provider feed into the same review contract without pretending every provider works the same way.

Provider availability depends on deployment configuration, provider approval, and the permissions granted by your organization.

Make customer evidence useful

Bring the signal closer to the team that can act.

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