The Measurement Infrastructure for Human Capability

Can this person actually perform?

Organizations rely on proxies: course completion, certifications, job titles. None of these answer the only question that matters. Quantum Learning Machines replaces proxies with calibrated, defensible measurement — delivered as infrastructure that integrates into any platform. We don’t track learning. We measure capability.

25
Domains
363K+
Calibrated Items
$2
/person/month monitoring
Free
Diagnostic trial

$350 billion spent on training. Zero proof it works.

Every organization trains people. None of them can prove it produced competency. When auditors, regulators, or the board asks “can your people actually do X?” — the answer is a completion rate. That’s not measurement. That’s checkbox compliance.

HEALTHCARE

Joint Commission asks for evidence

50,000 nurses. Annual skills checkoffs. Zero psychometric competency measurement. What if you could detect competency drift before it becomes a patient safety incident?

CYBERSECURITY

Phishing click rates ≠ competency

Your KnowBe4 score tells you who clicked a link. It doesn't tell you who actually understands network security, cloud IAM, or incident response. Those are different questions.

L&D / COMPLIANCE

LMS completion ≠ learning

Your LMS tracks who finished the module. It can't tell you who learned what they need to know. $350B/year spent on training with no competency measurement.

Once capability is measurable, workforce decisions become actionable.

01 — WORKFORCE RESTRUCTURING

Data-driven restructuring

Not by managing restructuring — but by making it measurable. Know which teams have capability surplus, which have critical gaps, and where to invest before you reorganize.

02 — DE-RISK HIRING

Calibrated capability benchmarks

Replace subjective evaluation with dimensional fit scoring. Confidence intervals, not gut feelings. Audit trail, not interview notes.

03 — VALIDATE RESKILLING ROI

Before vs. after capability

Measure actual improvement, not participation. “Did training work?” becomes an answerable question with calibrated pre/post measurement.

04 — A NEW SYSTEM OF RECORD

The capability truth layer

Not for employees (HRIS). Not for learning (LMS). For capability truth. The system of record for what your workforce can actually do — calibrated, defensible, and continuously updated.

Three paths to competency measurement

Deploy measurement for your workforce, embed it in your platform, or upgrade an existing question bank to psychometric production quality. The engine is the same.

◆ PATH 01 — DIRECT ENTERPRISE

Deploy for your organization.

Measure your workforce's actual competency across any domain. Continuous monitoring catches drift. Compliance evidence for auditors.

Adaptive assessment across 25 domains
Continuous monitoring at $2–5/person/month
Cognitive diagnosis: “mastered X, gap in Y”
Growth tracking + drift alerts
Audit-ready compliance evidence
Start Free Trial →
◆ PATH 02 — OEM / EMBED

Embed in your platform.

You’re an LMS, security awareness platform, or HRIS. Your customers ask “did training work?” Embed our engine. Ship measurement as a feature.

Multi-tenant API + JS embed widget
Webhook events (session.completed, score.calculated)
Python + Node SDKs, OpenAPI 3.1 spec
Sandbox environment for your engineers
70/30 revenue share (you keep 70%)
Talk to Partnerships →
◆ PATH 03 — BANK ENRICHMENT

Upgrade your question bank.

You already have questions. We make them production-ready. Upload your bank — we enrich every item. Your Tier 1 bank becomes Tier 5.

Deep distractor diagnostics — misconception mapping
Calibration — difficulty, discrimination, guessing
Domain expert validation — AI-simulated SME review
Job-task analysis — workplace relevance scoring
9-step pipeline: Tier 1 → Tier 5
$0.30–$2.00/item depending on step
Upload Your Bank →

The rigor behind the world’s most trusted exams. Delivered as infrastructure.

Decades of measurement science, unified in a single production engine. Every interaction makes it smarter. Every organization that uses it deepens the calibration for everyone.

CORE

Built on science that compounds

Multi-dimensional — Measures 5+ competency dimensions simultaneously in 15 minutes
Cognitive Diagnosis — “Mastered X, gap in Y” — not just a score, a map
Adaptive — The right question at the right moment, reaching precision faster with fewer questions
Predictive — Track competency over time; project when thresholds will be crossed
Fair — Bias detected and excluded during measurement, not audited after the fact
Self-improving — Items calibrate themselves from usage; the engine gets smarter with every response
Trustworthy — Gaming, random responding, and misfit detected automatically in real-time
Cross-domain — Competency in one domain informs measurement in related domains
VALIDATED

Not a prototype. Production-validated.

363K+
Calibrated items
104
Exams covered
25
Domain banks
Validated
Independent dataset testing

Workforce risk quantification for every vertical

HEALTHCARE

Clinical competency monitoring

Prove your nurses can perform. Not with annual checkoffs — with continuous adaptive measurement that detects drift before it becomes a patient safety incident.

  • Continuous monitoring: $2/nurse/month
  • Joint Commission-ready competency evidence
  • Cognitive diagnosis across clinical domains
  • Competency drift alerts before gaps matter
  • 50,000-nurse hospital system? $1.2M/yr. One deployment.
Try Clinical Diagnostic →
CYBERSECURITY

Human risk quantification

Your KnowBe4 score measures who clicked a phishing link. QLM measures whether your workforce actually understands network security, cloud IAM, incident response, and threat intelligence.

  • 5 security dimensions measured in 15 minutes
  • SOC analyst readiness scoring
  • Continuous monitoring for competency drift
  • Compliance evidence for SOC 2 / ISO 27001 audits
  • MSSP? Prove analyst quality to clients. Resell to your customer base.
Try Cybersecurity Diagnostic →
+23 MORE

Every domain where competency matters

Finance — regulatory competency, AML/KYC, compliance evidence
Corporate L&D — training ROI measurement, skills-based assessment
Government — cleared personnel readiness, civil service modernization
Pharma — GxP training competency, FDA inspection readiness
Manufacturing — safety certification, Industry 4.0 workforce
Hiring — skills-based pre-employment assessment
Browse All 25 Domains

Six ways to deploy the same engine

All modes share the same 25 domains, the same calibrated items, the same psychometric engine. Pricing differs by cadence and output. Every mode is available in the free trial.

MODE 01
Assessment
Adaptive test → competency profile in 8–20 items. Per-session pricing from $4.
MODE 02
Monitoring
Continuous tracking, drift alerts, board-ready compliance proof. $1–2/person/month.
MODE 03
Screening
Calibrated pass/fail or ranked output for high-volume filters. From $2/session.
MODE 04
Prioritization
Context → ranked recommendations by severity. $15–25/exercise. Triage & ranking.
MODE 05
Simulation
Branching decisions → scored evaluation. Clinical, negotiation, ops scenarios. 2×/session.
MODE 06 · NEW
Games
Daily retention loops — Cohorts white-label or Skins SDK. $3–8/learner/month.
Start free trial — all 6 modes Full platform details Detailed pricing

Measurement that scales with your workforce

Free Trial
$0
No credit card required
  • Full adaptive diagnostic on any domain
  • Upload 1 item bank + free quality analysis
  • 50 sessions included
  • See the engine in action before committing
Start Free →
Enterprise / OEM
Custom
Starting at $20,000/month
  • Everything in Professional
  • Unlimited monitoring headcount
  • Dedicated infrastructure
  • SSO / SAML + HIPAA BAA
  • White-label branding
  • LMS / HRIS integrations
  • Custom SLA (99.95%+)
  • OEM embed license available
Contact Sales →

Continuous Monitoring — Per Person/Month

Assessment is a single event. Monitoring is continuous competency tracking tied to headcount. Revenue grows automatically as your organization grows.

$2
/person/month
Standard monitoring + drift alerts
$3
/person/month
+ Compliance evidence
$5
/person/month
+ Simulation + full diagnostic
$1
/person/month
Volume (10,000+ people)

See it work in 5 minutes

Pick any domain. Answer 15 adaptive questions. See your competency profile with confidence intervals. No signup, no credit card, no sales call.