شكل هذه المشكلة
Too much arrives to check it all, so you sample
المشكلة
Product teams needed to understand mobile-store feedback without reading every review manually. App-store reviews arrive continuously and unstructured, mixing one-off complaints with the early signal of a real regression. Read manually, they get read when someone has time - which is rarely the week a release actually broke something, so the feedback loop closed too late to influence the release that caused the problem.
ما بنيناه
We built a service that collected App Store and Play Store feedback, classified sentiment, grouped related issues, and presented the trends through a dashboard.
ما تغيّر
| المقياس | قبل | بعد |
|---|---|---|
| Lag from a review appearing to a grouped, scored issue reaching the product team | ~3 weeks | under 24 hours |
| Review coverage | a read sample | 100% of App Store and Play Store feedback |
| Differently-worded reviews correctly consolidated to one issue | غير مقيس | 87% |
Lag from a review appearing to a grouped, scored issue reaching the product team
Differently-worded reviews correctly consolidated to one issue
87%
Differently-worded reviews correctly consolidated to one issue
الحلقة هي كامل ذلك القياس. والقوس الرمادي هو الـ 13% المتبقية.
الأرقام مأخوذة من سجلات التنفيذ الخاصة بالممارسة للمشروع المذكور، ومقيسة مقابل العملية التي سبقته. ولم تخضع لتدقيق طرف ثالث، ولا يُعرض أي منها كمتوسط بين عملاء.
ما توقّف عليه
Grouping issues rather than scoring sentiment alone is what made the output actionable - a product team needs to know which specific thing twenty people are describing in twenty different ways, not that satisfaction moved. Relevant to any team whose release feedback currently arrives too late to act on.
- خط الخدمة
- Report & Reconciliation Automation
Partial. No case yet where a specific recurring finance report was replaced end to end. The Gulf fuel-retail operator shape - continuous unstructured input becoming a grouped, scored dashboard - is the honest analogue, and should be offered as one.
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أيّ الأربعة هو مشكلتكم؟
أخبرونا بالمستندات والحجم الشهري وسنرسل أقرب سجلّين، مع الدليل وراء كل منهما والملاحظة الصريحة حيث تكون المطابقة جزئية.
يصلك الرد في غضون يوم عمل واحد، من المهندس الذي سينفّذ العمل - لا من سلسلة رسائل تسويقية.