KrendZero-context prompt. Paste into Claude Code, Cursor, Copilot, or ChatGPT — the AI never needs to search or guess.
Krend automatically analyzes customer feedback, clusters root-cause defects, and prioritizes the highest-impact bugs draining your user experience.
import { Krend } from "krend-js";
const krend = new Krend({
apiKey: process.env.KREND_API_KEY!
});
// Ingest customer feedback from your review controller
const result = await krend.reviews.submit({
customer_id: "usr_9482",
rating: 1,
content: "Checkout fails on Safari mobile with error 402 after entering card details.",
metadata: {
platform: "ios",
app_version: "2.4.1",
flow: "checkout_v2"
}
});
console.log(result);
// { batch_id: "9f84a7e2-45e1-4c6e-8be2-7c3d790d9a61", accepted: true, reviews_queued: 1 }DEFECT-2026-084·Billing & Payments
Customers encounter HTTP 402 transaction rejections on Safari mobile during Stripe checkout intent finalization, causing immediate cart abandonment.
See Krend in action
From unstructured customer complaints to deduplicated, financially scored engineering defects in real-time.
Pinpoint bugs across global cohorts instantly.
Automated triage connects directly to your workflow.
Zero Guesswork
Monitor review ingestion volume.
Catch spikes in negative sentiment immediately.
How reviews become prioritized fixes
A transparent three-step pipeline with zero black-box magic.
1. Ingest Feedback
Send raw reviews programmatically via POST /v1/reviews, the krend-js SDK, or paste unstructured feedback directly into the console.
2. Asynchronous Triage
An asynchronous queue evaluates each review, tags sentiment, isolates repeated complaints, and semantically clusters disparate reports into unified defects.
3. Prioritized Backlog
Inspect ranked defect cards ordered strictly by verified occurrence frequency and revenue severity. Update lifecycle states with one click.
Engineered for accuracy
Automated Sentiment Classification
Incoming reviews are tagged with positive, neutral, or negative sentiment and mapped to domain categories such as Billing & Payments, Authentication, Performance, and Navigation.
“The dashboard loads fast even with 20,000 feedback items. Huge upgrade for our team.”
“Checkout modal hangs indefinitely on mobile Safari after entering card number. Lost 3 orders.”
“Works as expected. Would love to see webhooks support for Slack notifications in a future release.”
Stripe Payment 402 Error During Mobile Checkout
Customer transactions fail during client-side payment intent confirmation. Review clustering identified 14 distinct user complaints originating from iOS Safari checkouts.
Revenue-Impacting Bug Discovery
Rather than treating all feedback equally, Krend isolates defects that cause payment dropoffs, signup blockage, or application crashes.
Actionable Insights & Trends
Cut through customer support chatter. Discover exactly what users appreciate most alongside an actionable, ranked checklist of what needs immediate resolution.
- Fast sub-second search and dashboard filtering
- Clean dark mode UI with readable monospace telemetry
- Smooth 1-click SDK integration
- 1Audit Safari payment intent exception handler
- 2Add retry mechanism on CSV report download timeouts
- 3Refactor password reset email deliverability template
Ditch the manual triage
How scoring actually works
The Scoring & Prioritization Pipeline
How Krend extracts and ranks revenue-impacting bugs without arbitrary black-box scores.
Friction Signal Detection
Reviews are screened for low ratings (≤ 2 stars) or negative sentiment matching defect keywords (e.g. broken, error 402, crash).
Semantic Deduplication
AI sub-processors group dozens of differently-worded user complaints into distinct root-cause defect clusters, preventing duplicate issues from clogging the backlog.
Severity Classification
Defects causing direct transaction abandonment, payment dropoffs, or data corruption are classified as critical severity; general friction is labeled high.
Frequency Ranking
Defects are weighted strictly by the verified number of affected customers (frequency) and resolution recency.
SELECT id, title, impact_summary, frequency, status, created_at
FROM loss_causing_bugs
WHERE business_id = $1 AND status != 'resolved'
ORDER BY frequency DESC, created_at DESC
LIMIT 20;Bring your own data
REST API & Official SDK
Stream reviews directly from your backend microservices. Submit single reviews or batches of up to 500 items per request with automatic idempotency handling.
Manual Console Import
Paste raw unstructured customer feedback directly into the dashboard console import page. Useful for one-off triage of support exports or customer interviews.
Future Roadmap
API Access & SDKs
Full programmatic access to ingestion, defect extraction, and metric pipelines with the Node SDK.
Outbound Webhooks
Immediate HTTP webhook notifications to your alert channels when a critical defect is flagged.
Ingestion Connectors
Automated background polling connectors for common app store review and customer ticket feeds.
Issue Tracker Export
Structured export and synchronization of clustered defects into engineering issue trackers.
Everything you need.
Nothing you don't.
Purpose-built primitives designed for maximum leverage. No bloat, no gimmicks—just raw, unadulterated performance.
Sub-50ms Execution
Deployed across 150+ edge nodes globally. Your logic executes precisely where your users are, instantly.
Atomic State
Strictly consistent, strongly typed data primitives available at the edge.
AES-256-GCM / SHA-384
Zero-Trust Auth
Enterprise-grade encryption by default. No keys ever touch our database unhashed.
Programmatic Control
Manage every aspect of your infrastructure through our strictly typed REST API. Built for developers who demand complete automation.
“Every product engineer knows the dread of checking reviews after a major deployment. You find yourself opening multiple tabs, copying and pasting user complaints into Slack, and arguing about which bug is actually hurting users versus which one was just reported by the loudest customer.”
“We built Krend because review triage shouldn't be guesswork. By grouping raw complaints into deduplicated defect candidates and ordering them strictly by how many people they affect, we hope to give developers hours of their week back.”
— The Krend Team
Start triaging with confidence.
Connect your review stream or test the API in your staging environment. Complete access during the free beta.