Case study

Verified job automation — product engineering depth

How ApplyHolic combines sourcing quality, observable automation, browser-extension competence, and ops maturity in one launch-ready platform.

Five-step workflow from job search to matching, tailoring, applying, and tracking.

Verified jobs graph

Source quality, freshness, canonical merge, and employer-domain signals dedupe boards vs official career pages.

Three automation modes

Assist, Review First, and Verified AutoPilot with server-enforced allowSubmit policy — never UI-only.

Outcomes beyond apply

ATS gaps, answer approval, CRM follow-up, interview prep, offers, and longitudinal funnel analytics.

Partner-ready ops

Typed application events, feature flags, SLO dashboards, public incidents, and rollback playbooks.

How it works

Step 1

Build readiness

Resume, profile, work authorization, approved screening answers, and explicit consent per mode.

Step 2

Run verified pipeline

Fetch, dedupe, score, trust-badge jobs, tailor documents, queue with allowSubmit policy.

Step 3

Measure outcomes

Tracker funnel, diagnostics, partner events, and longitudinal viewed→offer analytics.

View public demoHow it works