WARREN-C™ score chips Fairness Vault™ receipts
Explainable hiring telemetry

The Explainable Workforce Operating System

Every score. Every shortlist. Every hire. Explained.

QuantumMatch.ai assembles the Explainable Workforce OS™ so leaders can see WARREN-C™ evidence, fairness protections, and ROI telemetry behind every talent decision.

  • WARREN-C™ score chips narrate the signal weight behind each recommendation.
  • Fairness Vault™ receipts document mitigation, bias checks, and reviewer notes.
  • Executive ROI briefs quantify velocity, savings, and adoption in real time.

Built for CHROs, talent leaders, and compliance partners who demand accountable AI.

Executive evidence, on-call Audit trails, fairness receipts, and ROI proof points packaged for every stakeholder review.
Live readiness snapshot

Signals from active pilots highlight explainability clarity, shortlist velocity, and verified financial impact.

Annualized savings $2.8M

Fair, skills-first automation freed 184 recruiter hours and unlocked $2.8M run-rate savings.

Explainable match confidence 92%

Every WARREN-C™ recommendation ships with rationale, fairness deltas, and skill-path insights.

Shortlist acceleration 4.6×

Cycle times collapsed from 11 days to 48 hours through continuous retraining and signal orchestration.

Compliance posture AA

Fairness vault monitors 38 protected class views with audit logs packaged for regulators.

One shortlist. Four contenders.
Zero guesswork.

WARREN™ instantly surfaces your best-matched candidates with explainable C‑Scores—so every selection is backed by data, not instinct.

  • Bias-free matching powered by fairness telemetry
  • Transparent scoring with full explainability
  • Enterprise-grade audit trails for compliance
Jordan Price
Senior Product Manager
98 C-Score
Riya Patel
Senior Product Manager
96 C-Score
Miguel Santos
Senior Product Manager
93 C-Score
Amara Lee
Senior Product Manager
90 C-Score

Chaos Without Command

Resume queues, finance spreadsheets, and fairness audits are all happening in different rooms. Without a unified commander, every shortlist risks conflicting numbers, delayed sign-off, and governance teams working from stale screenshots.

Explainable factors that power trust.

QuantumMatch surfaces the why behind every decision—so CHROs, CFOs, and regulators see the transparent factors driving talent moves.

Skills coverage97%
Trajectory lift+18%
Outcome alignment9.4
Signals refreshed every 6m
92% Match clarity

Skill-by-skill scoring narratives.

Every shortlist spells out skill alignment, trajectory lift, and confidence intervals ready for the hiring squad.

  • Factor cards show weighting for skills, tenure, and outcomes.
  • Explainable deltas compare recommended and bypassed talent.
EEOC ✓ OFCCP ✓ Pay equity ✓
Bias delta-1.4%
Guardrails active32
Alerts cleared 3h ago
38 Protected views

Fairness vault with live guardrails.

Compliance teams watch bias deltas, mitigation triggers, and regulatory receipts without leaving the launchpad.

  • WARREN-C™ fairness signals refresh every shortlist cycle.
  • Automated receipts archive EEOC and pay equity evidence.
Outcome coverage88%
Offer lift+12%
Latest retrain 3h ago
Model refresh

Continuous retraining that stays ahead.

Live outcomes feed the WARREN engine to recalibrate propensity, offer acceptance, and retention risk scores.

  • Streaming pipelines retrain on each new cohort outcome.
  • Stability thresholds protect against drift and fatigue.
08:00 Shortlist receipt filed WARREN-C™ rationale auto-logged.
08:14 Fairness audit sealed 38 views cleared with drift under 2%.
08:22 Board packet ready Evidence PDF synced to WAR Room vault.
12 min Audit readiness

Instant board and regulator packages.

Generate executive briefs, regulator packets, and fairness playbooks with one click from the WAR Room suite.

  • Evidence timelines map every model decision to outcomes.
  • Exportable narratives align CHRO, CFO, and legal fast.
Live signal ticker Recruiter automation neutralized 184 hours • EFI savings unlocked $1.2M QTD • L&D launchpad pushed 312 skill pathways live • WAR Room clear-to-exec briefing ready
Workday SAP SuccessFactors Oracle HCM Greenhouse ServiceNow Snowflake Okta

Beyond matching: the Workforce Intelligence OS journey

Turn a resume/JD pilot into an operating system that keeps teams aligned across matching, development, retention, and forecasting.

Match Spin up explainable shortlists that prove value inside 90 days.
Develop Expand insights into mission pathways and skills acceleration.
Retain Activate governance and pay equity telemetry to keep teams engaged.
Forecast Feed finance-ready signals into workforce and budget planning.
M

Match: Explainable pilots unlock mission control.

Every shortlist shows the skills, experiences, and fairness guardrails behind WARREN-C™ matches—building the trust to move beyond resume parsing.

Insight views 4,812
Audit trails 186
D

Develop: Continuous learning powers pathways.

Streaming outcomes retrain the OS so learning squads spin pilot matches into personalized pathways, academies, and succession plans.

Refresh cadence 6× daily
Pathway coverage 92%
R

Retain: Governance keeps progress equitable.

Immutable receipts, policy engines, and fairness vaults extend the pilot into retention missions with provable compliance and employee trust.

Policies enforced 74
Equity alerts 0 findings
F

Forecast: Finance-ready telemetry steers planning.

EFI automation data maps redeployment, retention, and hiring capacity—so CFO teams see exactly how the OS scales impact beyond the pilot.

Annualized savings $2.8M
Productivity lift 4.3×

Ready to extend matching wins across the Workforce Intelligence OS? Let’s map Mission Control deployments for development, retention, and forecasting teams.

Discuss the full rollout
WARREN Engine™

See how the WARREN Engine™ keeps every launchpad explainable.

Explore the dedicated technology brief for WARREN-C™ and WARREN-E™ to understand how continuous retraining, fairness telemetry, and audit-ready governance power QuantumMatch Mission Control.

Match → Develop → Retain → Forecast

QuantumMatch.ai moves from resume scoring to a continuously orchestrated workforce ecosystem.

Match

Precision shortlists surface mission-ready talent with fairness telemetry attached to every decision.

Develop

Learning launchpads convert live signals into individualized pathways that accelerate critical skills.

Retain

Retention ops monitor sentiment and redeployment routes so leaders keep high-impact teams intact.

Forecast

Scenario labs brief finance and boards with explainable outlooks across cost, capacity, and compliance.

Not ranking people. Explaining decisions.

WAR ROOM™ aligns recruiters, finance, and compliance around a living story. Instead of debating why someone was ranked higher, executives interrogate the evidence that proves every match is defensible.

QuantumMatch.ai built the Explainable Workforce OS so enterprise teams stop exporting spreadsheets and start orchestrating outcomes. WAR ROOM™ listens to every signal the WARREN Engine™ produces, narrates the “why” for each decision, and provides regulators the receipts before they ask.

How It Works — WAR ROOM™ Command Suite

The command suite choreographs the way talent, finance, and legal leaders make joint calls. Each module hands executives the same playbook, with explainable context stitched across the stack.

  • 1

    Signal Intake

    WARREN-C™ streams shortlists, compensation telemetry, and sentiment deltas into a single command timeline.

    Purpose: stop conflicting dashboards before the meeting starts.
  • 2

    Decision Theater

    Leaders interrogate every shortlist with MICCA™ narration, fairness receipts, and ROI impact toggles.

    Purpose: replace gut-feel rankings with accountable narratives.
  • 3

    Governance Loop

    Compliance reviewers log approvals, trigger remediation playbooks, and export regulator-ready evidence.

    Purpose: keep legal, risk, and HRIS teams in sync without email threads.
  • 4

    Impact Broadcast

    Finance, HR, and business unit leaders receive the same storyline with live KPI shifts and next actions.

    Purpose: prove the value of every hiring decision as it lands.

WARREN-SCORE Suite

Explainability lives inside the WARREN-SCORE Suite — the intelligence layer translating raw data into evidence your stakeholders can interrogate. Every score is decomposed into human language, fairness context, and measurable business impact.

  • Board-ready narratives surface why candidates are greenlit, held, or redeployed.
  • Fairness vault telemetry links each score to bias controls and regulatory obligations.
  • Finance teams see the downstream cost, runway, and productivity shifts for every move.
Board story

How a Fortune 200 CHRO closed their board gap in 90 days.

QuantumMatch replaced eight legacy spreadsheets with a unified WAR Room decision thread—grounding every talent move in explainable telemetry.

  • Deployed recruiter, L&D, EFI, and succession launchpads in under six weeks.
  • Cut quarterly board prep from 11 days to 4 hours with live receipts.
Decision latency 43% Reduction in time from insight to executive sign-off.
Retention lift 18% High-priority roles stabilized with explainable mobility paths.
Audit readiness 100% Regulator packets cleared on first submission.

Proof your board and regulators can open on day one.

Executives, finance partners, and compliance leaders receive telemetry-rich narratives that answer the hard questions before they are asked.

Executive adoption 87%

Leaders report higher trust in talent recommendations when WARREN-C™ explainers accompany every decision.

  • Boardroom briefings detail assumptions and projected outcomes.
  • Scenario toggles expose fairness and ROI sensitivities live.
Audit cycle time -62%

Compliance teams close EEOC, GDPR, and pay equity requests in days thanks to ready-made evidence trails.

  • Every shortlist and promotion includes mitigation rationale.
  • Immutable vault logging satisfies external auditors fast.
Financial validation 4.8×

EFI telemetry reconciles automation savings, cost avoidance, and productivity lifts without manual reconciliation.

  • Executive dashboards map cost drivers to every workflow.
  • Finance sees scenario-ready sensitivity analysis by cohort.

Command the WARREN™ suite like a boardroom war room.

The WAR Room command suite fuses recruiter telemetry, EFI savings, L&D momentum, and succession strength into one executive-ready storyline.

Executive decision timeline.

See how explainable factors, fairness guardrails, and financial telemetry align leadership on the next critical move.

  • WARREN-C™ C-score 98 Explainable shortlist delivered with skill and fairness rationale.
  • EFI savings unlocked $1.2M Automation runway and redeployments approved by finance in the last review.
  • Succession slate ready in 9 days Bench telemetry, mentoring coverage, and readiness evidence packaged.
  • Recruiting
  • EFI
  • Succession
  • Compliance

Enterprise security, privacy, and compliance baked in.

Zero-trust architecture, regional data residency, and immutable audit trails keep board and regulator conversations confident.

Security

Encryption-at-rest and in-transit with continuous posture monitoring.

  • SSO/SAML with adaptive MFA.
  • Row-level RBAC and tenant isolation.
  • Automated incident playbooks.

Privacy

Consent management, configurable retention, and jurisdiction-aware storage.

  • GDPR & LGPD ready with DSR automation.
  • PII masking for demo and sandbox tenants.
  • Immutable vault for regulator evidence.

Compliance

Fairness guardrails and policy engines tuned for global regulations.

  • EEOC, OFCCP, FCA templates preloaded.
  • Bias mitigation thresholds with alerts.
  • Signed packets routed to WAR Room.
WAR Room visualization

See the WAR Room banner align every executive signal in real time.

The continuously harmonized dashboard keeps finance, people, and operations telemetry in the same frame, so the sticky Request Pilot CTA launches right into a board-ready storyline.

  • Decision threads mapped to confidence and risk tolerances
  • Fairness telemetry pulsing beside ROI benchmarks
  • Succession and mobility insights synchronized for handoffs
Interactive demo

Walk through a live workflow in under a minute.

Preview how WARREN-C™ orchestrates a recruiter day, an L&D reinvention, EFI impact reporting, and a board-level WAR Room decision.

Limited cohort

Join the First 10 WAR ROOM™ Pilots

We are opening a tightly scoped cohort for enterprises ready to command explainable hiring. Your leadership team co-designs the deployment playbook alongside our architects and leaves with a board-ready storyline.

Request pilot

Unlock QuantumMatch Mission Control for your executive team.

We partner with CHRO, CFO, and Chief Talent leaders to launch a fully explainable workforce OS in 90 days or less.

  • Joint discovery to map recruiter, finance, and compliance use cases into one WAR ROOM™ command thread.
  • Hands-on fairness instrumentation and audit rehearsal tailored to your governance standards.
  • Executive KPI broadcast proving ROI, risk reduction, and talent velocity within the first 45 days.
Pilot briefing WAR ROOM™ Command Suite

Reserve a collaborative session to shape your explainable hiring, finance, and compliance storyline.

Headshot of the QuantumMatch.ai founder
Founder vision

Why We Built QuantumMatch.ai

After leading global workforce intelligence programs, we watched brilliant teams lose time and trust because decision-makers could not see the evidence behind every shortlist. QuantumMatch.ai exists so no executive has to choose between speed, fairness, or financial accountability.

  • Architected enterprise HR analytics for Expedia Group, global retailers, and Trellix — translating talent data into boardroom action.
  • Guided Fortune 100 leaders through pay equity, compliance, and redeployment mandates with transparent telemetry.