ProductCue
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AI-native product intelligence

Know what to build next.

ProductCue finds what to build next from public competitor evidence and customer pain patterns from public sources — and turns the strongest decisions into build-ready briefs.

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Public sources only · evidence-backed · no setup

ProductCue · Workspace
junip.coJunip·Shopify product reviews platform
How it works

From a URL to a build-ready decision.

One narrow, source-backed workflow — every recommendation traces back to public evidence.

Drop a product URL

ProductCue identifies the product, its category, and the competitors whose users' complaints matter most.

Surface ranked pain patterns

Pull reviews and public feedback from the product and its competitors. Repeated complaints become ranked pain patterns — each tied back to its source.

Hand off a build-ready brief

Pick the top-ranked opportunity and export it as Markdown, JSON, or a Claude prompt — ready for your team or a coding agent.

The deliverable

Not a report. A build-ready brief.

Every ProductCue run closes with a single artifact your team can hand to a PM, a designer, or a coding agent — problem statement, evidence, requirements, and acceptance criteria, all traceable to the public sources they came from.

  • Every recommendation cites the public source it came from — no anonymous “AI thinks” prose.
  • Carries the full brief spec — user story, acceptance criteria, edge cases, non-goals, success metric, and testing guidance. Built to hand off, not to skim.
  • Exportable as Markdown, JSON, or a Claude-ready prompt.
Build briefSwitchingHigh confidence

Theme-safe, reversible migration for Shopify reviews apps

Generated for junip.co · lens: Trust, control & merchant-friendly switching

87Priority

Problem statement

Merchants switching reviews apps consistently report two failures: review data loss during migration and theme breakage from incompatible widgets. The migration is one-way, audit is manual, and there is no clean rollback path — so teams delay the switch and absorb the cost of staying on a sub-par tool.

Evidence (14 mentions across 4 competitors)

  • Reddit · r/shopify

    “Switched from Loox last month — review volume dropped 40% during migration and the theme broke twice. No rollback option.”

  • Shopify App Store · Yotpo Reviews

    “After migrating, half our historical reviews were missing and there was no way to get them back without a paid import job.”

  • Shopify Community · Stamped Reviews & UGC

    “The new widget conflicted with our custom theme. Three hours debugging just to get reviews back on the product page.”

Requirements

  • One-click pre-migration audit (data completeness + theme compatibility)
  • Side-by-side preview of new widget rendered in the live theme
  • One-click rollback that restores the prior app + reviews 100%
  • Bulk import from Yotpo, Judge.me, and Okendo native exports
  • Always-available CSV / JSON export of all reviews — no lock-in

Acceptance criteria

  • Audit completes in <30s for stores with up to 10k reviews
  • Preview reflects real theme rendering, not a static screenshot
  • Rollback restores the exact pre-migration widget + review set
  • Import supports Yotpo, Judge.me, and Okendo native formats

Generated from 60 public citations across 6 competitors.

Public sources only

Evidence, not vibes. From public sources, never yours.

ProductCue reads what your competitors' customers already say in public — app-store reviews, community threads, comparison pages, changelogs. No private support tickets, no CRM scraping, no “we trained on your data.” Just signal that was already on the internet.

  • No setup, no integration, no data export from your stack required.
  • Every claim is tied to a public source URL you can click through and verify.
  • We never ingest your private analytics, support tickets, or customer data.

  • Shopify App Store

    Public reviews

    Verified merchant reviews on every competitor app in your category.

  • Shopify Community

    Merchant threads

    Long-form merchant discussion: migration pain, theme conflicts, support gripes.

  • Reddit

    Subreddit threads

    r/shopify, r/ecommerce, niche communities — the unfiltered voice.

  • G2 & Capterra

    Verified reviews

    Cross-vertical review platforms with structured pros / cons / use case data.

  • Public changelogs

    Competitor releases

    What your competitors shipped recently and how customers reacted.

  • Comparison pages

    Side-by-sides

    Head-to-head review pages that surface the criteria buyers actually weigh.

  • Twitter / X

    Public feedback

    Real-time complaints and praise from the public timeline.

  • Public forums

    Niche communities

    IndieHackers, Discords, vertical-specific boards where buyers hang out.

Private beta

Find a real opportunity you'd have missed.

We're onboarding a small group of Shopify app teams and SaaS founders. Request access and we'll set up your first analysis.

No credit card · public sources only · we never touch your private customer data.