● LIVE — INSTRUMENTING 1,247 ENGINEERING TEAMS

Engineering velocity is a measurable science.

QuantumDX — the platform built for data-driven engineering leaders. Measure DORA, track PR cycle times, and improve developer sentiment with one integration.

Engineering Overview

● LIVE SYSTEM FEED

LAST 30 DAYSALL TEAMS
DEPLOY FREQUENCY
4,588/week
ELITE
LEAD TIME TO CHANGE
1.8days
ELITE
CHANGE FAIL %
4.2%
-1.2 vs P75
TIME TO RECOVER
13min
ELITE

PR Cycle Time

vs INDUSTRY P75
Aug 2025Nov 2025
EFFECTIVENESS · DXI62/100
SPEED · PR Throughput4.1/week

Developer Sentiment

+42eNPS

"Tooling reliability is trending up; build times remain the top friction area."

Team Trends

Platform
Core Product
Payments
Data Platform
01. UNIFIED DASHBOARD

Every Signal in One View

Aggregate data from your version control, issue tracker, and chat platform to see the complete picture of your engineering culture.

02. SMART BENCHMARKS

Compare Against the Industry

See how your DORA metrics stack up against the industry P75 and elite-performing engineering organizations.

03. NO-SURVEY PULSE

Passive Sentiment Tracking

Understand team burnout risks before they happen with automated focus-time analysis.

04. ONE-INTEGRATION ONBOARDING

From git connect to live DORA in under 90 seconds.

One OAuth handshake. QuantumDX backfills history, computes PR cycle time, derives DORA, and baselines developer sentiment — no agents, no surveys, no manual config.

Ingestion pipeline · simulation
0/6 · 0%
  1. 1
    Connect repositoryrunning…

    OAuth handshake with your version control provider. Read-only scopes.

    › processing…
  2. 2
    Backfill 90 days of eventsqueued

    Streaming PRs, reviews, deploys, and incidents into the event lake.

  3. 3
    Compute PR cycle timequeued

    Median time from first commit → merged → deployed, per team.

  4. 4
    Derive DORA metricsqueued

    Throughput, lead time, change failure rate, MTTR — auto-classified.

  5. 5
    Passive sentiment baselinequeued

    Focus-time, review load, and after-hours signals — no surveys.

  6. 6
    Dashboard readyqueued

    Live feed online. MCP servers exposed to your AI agents.

Benchmarked against 1,247 anonymized engineering organizations

ELITE · 8%HIGH · 24%MEDIUM · 41%LOW · 27%