Question 1

Does Qualonomics replace Jira and TestRail or integrate with them?

Accepted Answer

Qualonomics complements and sits above your existing stack—no rip-and-replace migration is required. While Jira and TestRail function as passive systems of record, Qualonomics operates as an active System of Reality, reconciling Jira backlogs against Perforce Helix Core changelists, Git pull requests, QA test executions, and FTE rate cards.

Question 2

How does the Autonomous QA Test Director and Predictive Shift-Left Engine cut regression hours by up to 58%?

Accepted Answer

The Autonomous QA Test Director continuously monitors Git/Perforce commits, Jira updates, and test execution decay via closed-loop daisy-chain orchestration—automatically synthesizing Master Test Plans, assembling risk-ranked Test Cycles, and dispatching test cases bounded by operative dailyCapacity × availability. Machine-learning heuristics score module failure probability (0–99%) to isolate the exact 30–40% subset of tests that catch 92–98% of regressions.

Question 3

How does Qualonomics Two-Stage Autonomous QA Agent Architecture prevent surprise AI bills?

Accepted Answer

Stage 1 Continuous Deterministic Watchdogs monitor Git/Perforce commits, Jira mutations, 0–100% test quality scores, blast radiuses, and >8% state shifts 24/7 at $0 and 0 AI Credits. You only spend 1–2 AI Credits when a human triggers an Agent to synthesize a self-healed protocol diff, coverage suite, or batch triage sweep inside the Human-in-the-Loop Proposal Inbox.

Question 4

How does Qualonomics connect Jira, Git, Perforce Helix Core, and QA test execution?

Accepted Answer

Qualonomics ingests Jira issues, Perforce Helix Core changelists (//depot/...), Git pull requests (GitHub, GitLab, Bitbucket, Azure DevOps), and automated/manual test runs into a deterministic 360° Traceability Matrix, automatically flagging orphaned commits and post-test code drift before release.

Why a 98% Test Pass Rate Still Ships Bugs: The Case for Code-Churn Weighting

The 3-Way Reconciliation Framework: Intent ↔ Reality ↔ Cost

Pillar 01 • Intent

Pillar 02 • Reality

Pillar 03 • Capacity & Cost