--- source_url: "https://qalibr.io/?utm_source=openai" title: "Qalibr — Know which bugs are real, before the backlog" mirrored_at: 2026-08-07T01:38:08.140Z host: qalibr.io cited_in_42a: true mirror_canonical: "https://index.42a.ai/qalibr.io/index__q__utm_source_openai" --- > **Original source:** https://qalibr.io/?utm_source=openai [Qalibr](https://qalibr.io/) Bug Intake Intelligence · From any conversation Qalibr reads the conversation wherever the bug gets reported. It decides what actually deserves a ticket, enriches it, and routes it to Linear, with your team's QA judgment encoded in the rules. Whoever reported it stays in the loop, right where they raised it. Set up in minutes · 14-day trial · cancel anytime qalibr · intake · #qa-bugs → linear \# qa-bugs M maya.chen2:14 PM checkout is stuck on an infinite spinner in Safari again. anyone else seeing this? D devon.p2:15 PM yep, hit it on the pricing page a minute ago M maya.chen2:16 PM repro: add item, go to checkout, spinner never resolves. screenshot attached SCREENSHOT.PNG READ DEDUP JUDGE ENRICH ROUTE → Linear · QAL-482 \[ ENRICHED \] Checkout spinner hangs on Safari 17 after add-to-cart REAL BUG P1 DEDUP → QAL-391 Reporter maya.chen Team Payments Confidence 0.94 Repro steps 1Add any item to cart on Safari 17 2Proceed to checkout 3Spinner renders and never resolves ✓ Routed to Linear 7.8s · human-approved ≈8s from message to routed ticket ~35% of duplicate reports caught before the board 6 hrs/wk of manual triage saved per team Illustrative figures, replaced with your workspace data from day one. The real cost isn't the bug. It's everything around it. Someone reads the thread. Decides if it's even a bug. Checks whether it's already open. Chases the missing repro steps. Writes the ticket. Routes it. Then the person who reported it never hears back. Multiply that by every "hey, found a bug" in every channel. That's where the week goes. Where the week goes · four moments 01 · Deduplicate ## The same bug, reported five times. Every new report is checked against what's already open. Qalibr recognizes the duplicate and links it to the existing ticket, so your board shows one bug, not five, and the second reporter still gets acknowledged. ◆ DUPLICATE · 0.97 Qalibr Pagination breaks after page 42 Matches QAL-391 · Pagination freezes above page 40 — opened 3d ago by priya.s. Existing QAL-391 · open Reporter marco.r Match 0.97 ▲ ↳ Linked to QAL-391. marco.r acknowledged in thread — "Thanks, following the existing ticket." 02 · Judgment ## Wait, is this even a bug? Not every report is a defect. Qalibr classifies each one the way your best QA engineer would: real bug, false positive, user error, missing context, or regression. The noise gets filtered before it ever costs an engineer a context-switch. Numbers in the weekly report look wrong real bug false positive USER ERROR missing context regression Reasoning Report describes a filter set to "last 7 days," not "this week." Output is correct for the selected range — expected behavior, documented in Docs › Reports. No defect; no ticket created. confidence 0.91 Override in one click → 03 · Reporter loop ## The reporter never hears back. Whoever raised it follows the status right in the original thread, with no separate tool and no "any update on that bug?" three days later. The loop closes where the conversation started. ↳ thread · started by maya.chen · 2:16 PM QalibrAPPnow Status update on your report, @maya.chen QAL-482 · Checkout spinner on Safari 17 Triage→In progress→In review Picked up by alex.m · Payments. Fix is in review. Coming soon · approve or reject the fix from a preview link, right here in Slack. 04 · Speed ## From chaos to a clean ticket in seconds. Message → read → dedupe → classify → enrich → route. Qalibr does the whole intake in about 8 seconds, and a human approves at the gate before anything reaches the tracker. Intake timeline 0.0s Message posted in #qa-bugs 1.2s Thread read · signal extracted 2.4s Similarity check · no duplicate 4.1s Classified · real bug 7.8s Enriched → routed to Linear QAL-482 created · approved at the gate by sam.rivera No Slack? Paste any conversation. ## Bugs get reported everywhere. Qalibr reads them anywhere. Paste a conversation from wherever it actually happened: a support ticket, an email, WhatsApp, a doc. Qalibr reads it like a native thread, then dedupes, classifies, enriches, and routes. The zero-integration way to try it in thirty seconds. WhatsApp ServiceNow Email Google Chat Support ticket Doc Paste conversation from: email Subject: export broken again hi team — the CSV export times out whenever I pick a date range over ~3 months. the spinner just hangs, then a 500. smaller ranges are fine. started happening this week. — Ana, Ops Read conversation → Linear · QAL-509 \[ ENRICHED \] CSV export times out on date ranges beyond ~3 months REAL BUG P2 SOURCE: EMAIL Reporter Team Data Confidence 0.92 Repro captured ✓ Routed to Linear · human-approved Works today via paste · native connectors, Slack first, expanding Pasted content is used only to create the ticket, never stored to train models. From message to routed ticket. ## Six steps. About eight seconds. One human yes. 01 Someone reports a bug in Slack: a message, a thread, a screenshot. 02 Qalibr reads the whole thread not just the last line, and pulls the real signal. 03 Similarity check is this already open? Duplicate → linked, not re-opened. 04 Judgment real bug, false positive, user error, missing context, or regression. 05 Enrich + route a clean, complete ticket, routed to the right place in Linear. 06 You approve at the gate nothing reaches the tracker without a human yes. The part nobody else has. ## Fifteen years of QA judgment, encoded. Dedup is just math, and everyone has it. What actually decides whether your backlog stays clean is judgment: the read on whether a report is real, whether it matters, and how bad it is. Qalibr classifies every report against a taxonomy built from real QA practice, and you tune it with rules, so it triages the way your team would. That judgment usually lives in one or two senior people. It doesn't scale, and it slips the moment someone else is on triage — or the person who holds it is heads-down. Qalibr encodes it once, so every report gets the same read, from the same standard, no matter who's on the queue. The judgment engine · live classifying Incoming report #mobile-feedback · 2 reports · 6m Login button unresponsive on mobile Safari "tap login and nothing happens — every time on my iPhone, works fine on desktop" signal extracted·repro found·platform: iOS Safari Classification Real bug A genuine defect worth a ticket. 0.96 ✓ False positive Looks like a bug, isn't. User error Expected behavior, misunderstood. Missing context Could be real, needs repro / info first. Regression Worked before, broke now. Escalate. Reasoning Reproducible interaction failure isolated to iOS Safari; desktop unaffected. Genuine defect — routed as a real bug. Every call comes with its reasoning and a confidence signal — so you can trust it, or override it, in one click. The loop closes where it started. ## Close the loop with whoever reported it. When a report becomes a ticket, the original thread keeps getting the updates that matter: status, routing, resolution. The reporter, including a customer in a Slack Connect channel, is never left wondering. Support and engineering finally share one thread. Coming: reporters validate the fix from a preview link: approve or reject, right in Slack. Slack Connect · #acme-support A ana (Acme)Mon 09:02 export keeps timing out on large date ranges QalibrAPP Routed as QAL-517. We'll post updates here. ●Mon — routed to Data team ●Tue — fix merged, in review ●Wed — shipped in 5.4 · resolved A ana (Acme)Wed 16:20 amazing — confirmed on our side. thank you! What you actually get. ## The queue, the judgment, and the hours it hands back. One board for every report: scored, classified, routed, with a human at the gate. This is the surface your bug-manager lives in. qalibr · workspace / intake QALIBR N Northwind QA workspace WORKSPACE Intake24 Calibration Signals Routing Incidents ANALYTICS Dashboard Teams SR Sam Rivera QA Lead Workspace / Intake Intake \+ New rule INCIDENTS / 24H 312 +18% CALIBRATED 287 92% AUTO-ROUTED 241 77% AVG. TRIAGE 3m 42s −74% INCOMING / 24H 98 CRIT Checkout retries spike under high API latency slack/#qa-incidents · 34 reports ROUTED 74 WARN Phantom address-autocomplete, Safari 18 sentry/prod · recurrence x14 ROUTED 68 WARN 500 on /v2/sessions during SAML refresh datadog/trace · 9 affected users 42 LOW Empty-state copy truncation on mobile linear/SG-1204 · cosmetic ROUTED INCIDENT / 4A82-C19 Checkout retries spike under high API latency CRITICAL P0 AUTO-ROUTED 98 /100 IMPACT96 FREQUENCY92 NOVELTY41 AM Alex Martinez Payments · match 0.91 Accept routing Re-calibrate Insights / Value · 30d \[ Provisional \] ~32hrs Time reclaimed ≈ 8 hrs/week handed back ~$1,600 Value reclaimed at $50/hr · USD 214 bugs auto-triaged ×6 min → 21.4 hrs 38 duplicates caught ×4 min → 2.5 hrs 96 tickets enriched ×5 min → 8.0 hrs The surfaces that earn the subscription. WHEN — ALL CONDITIONS MUST HOLD Channel is #checkout-alerts Regex matches checkout|payment then → escalate · P1 · \[ RULE 07 \] Save rule Rules Encode your team's triage logic, so it routes the way you would. TICKET TEMPLATE · 7 OF 10 SECTIONS 01Summary 02Steps to reproduce 03Expected behavior 04Environment \[QALIBR\] \[$ENV\] Templates Standardize how tickets get written: every one complete and consistent. DUPLICATE · 0.97 Pagination breaks after page 42 Matches QAL-391 · opened 3d ago Link duplicate Not a dup Dedup review Approve, reject, or link a duplicate in one click, and the board stays clean. Everything built. Nothing cobbled together. Semantic dedup Judgment classification Chat intake Tracker sync (Linear) Human-approval gate Multi-tenant Scheduled sync Observability Pick the tier that fits your team. ## Flat plans. No per-seat. No silent bills. Monthly Annual · 20% off Starter $79 /mo billed annually · save 20% Core intake for one team getting started. +Up to 150 enrichments / mo +Core intake + dedup + judgment +2 calibration rules +Human-approval gate [Start free, no card](#signup) Most popular Growth $199 /mo billed annually · save 20% For teams routing a real stream of reports. +Up to 500 enrichments / mo +Everything in Starter +Unlimited rules +Ticket templates +Full reporter loop [Start free, no card](#signup) Scale $479 /mo billed annually · save 20% Volume, controls and routing for orgs. +Up to 1,500 enrichments / mo +Everything in Growth +SSO + audit log +Advanced templates + routing +Volume pricing [Start free, no card](#signup) Enterprise Custom custom volume & terms Security, scale and support for larger orgs. +Everything in Scale +SLA + priority support +Dedicated onboarding +Security review + DPA +Custom volume [Talk to us](https://qalibr.io/cdn-cgi/l/email-protection#8eede1e0faefedfaceffefe2e7ecfca0e7e1b1fdfbece4ebedfab3dfefe2e7ecfcabbcbecbe0faebfcfefce7fdeb) Overage is charged transparently past your cap, with your consent, never a silent bill. All plans are flat, with no per-seat pricing. Annual billing saves 20%; switch between monthly and annual anytime. Compare all features Feature comparison across Starter, Growth, Scale and Enterprise plans Feature Starter $79 Growth $199 Scale $479 Enterprise Custom Enrichments / mo 150 500 1,500 Custom Core intake + dedup + judgment ✓ ✓ ✓ ✓ Calibration rules 2 ∞ ∞ ∞ Ticket templates Add-on ✓ Advanced Advanced Reporter loop – ✓ ✓ ✓ Human-approval gate ✓ ✓ ✓ ✓ Advanced routing – – ✓ ✓ SSO + SAML – – ✓ ✓ Audit log – – ✓ ✓ SLA + priority support – – – ✓ Dedicated onboarding – – – ✓ Security review + DPA – – – ✓ Module 1 of a Quality Intelligence Platform. Bug Intake is where we start, the messy front door of quality. Next: PR Intelligence, Release Intelligence, QA Process Intelligence. One layer of judgment across the whole quality lifecycle. Start your trial ## 14 days free. No credit card. No card, no setup. Paste your first bug report and watch Qalibr triage it — Slack is optional, connect it whenever. ## Stop triaging bugs by hand. Point Qalibr at your bug reports and watch the next one turn into a clean, routed ticket in seconds. No credit card · live in minutes · cancel anytime Built by a QA lead of 15 years, and shipped solo with AI agents: about 70 PRs in two months. We run the product we sell.