Measure workforce competency before it becomes risk.
QLM turns assessments, scenarios, and practice data into role-level evidence for CLOs, CNOs, and CISOs. See who is ready, where gaps concentrate, and what to reinforce next.
Completion is visible.
Competency is usually not.
Most organizations can show who finished training. Far fewer can show who can apply the skill in context. QLM gives leaders a measured competency signal instead of another completion report.
Joint Commission asks for evidence.
Annual skills checkoffs show completion. Scenario evidence helps clinical leaders see where judgment, prioritization, or policy knowledge needs reinforcement.
Phishing click rates ≠ competency.
Phishing drills are useful, but they do not measure cloud IAM, incident response judgment, or security reasoning. QLM maps those skills separately.
LMS completion ≠ learning.
Your LMS tracks activity. QLM adds evidence: pre/post change, role gaps, and skill-level recommendations leaders can act on.
Assess, score, update,
and explain the gap.
This is not another quiz page. The engine selects informative items, records behavioral evidence, updates profiles, and produces confidence-aware dashboards for teams.
Selects items and scenarios against a blueprint so short assessments still cover the skills that matter.
Reports strengths, watch areas, and next actions instead of reducing everything to a single score.
Scenario and assessment evidence updates individual and organization-level profiles over time.
Source weight and assessment confidence make early pilot data visibly different from mature data.
Leaders see role, department, domain, and outcome views without mixing data across organizations.
Response patterns support item review and bank calibration as real usage accumulates.
Assessment activity, response metadata, and result tokens support reviewable measurement workflows.
Reusable banks cover corporate L&D, cyber, clinical, risk, talent, and adjacent workforce domains.
Pilot-ready measurement infrastructure. External SME validation remains recommended for high-stakes use.
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.
Deploy for your organization.
Measure your workforce's actual competency across any domain. Continuous monitoring catches drift. Compliance evidence for auditors. Dashboard for leadership.
- ◆Adaptive assessment across workforce domains
- ◆Team and role readiness dashboards
- ◆Skill diagnosis: strengths, gaps, next actions
- ◆Growth tracking and reassessment
- ◆Structured evidence for internal reviews
Embed in your platform.
You're an LMS, security awareness platform, or HRIS. Your customers ask “did training work?” Embed measurement where their learning already happens.
- ◆Multi-tenant API + JS embed widget
- ◆Webhook events for session and score flows
- ◆Python + Node SDKs, OpenAPI documentation
- ◆Sandbox environment for your engineers
- ◆Commercial terms scoped to partner volume
Upgrade your question bank.
You already have questions. QLM helps structure, tag, review, and calibrate them so the bank can support adaptive selection and skill diagnosis.
- ◆Distractor diagnostics and misconception tagging
- ◆Difficulty and discrimination priors
- ◆Evidence source mapping and SME review workflow
- ◆Job-task relevance tags
- ◆Quality gates with preview before promotion
- ◆Custom pricing based on bank size and review depth
Different verticals,
same engine.
The same evidence model supports L&D, healthcare, cyber, finance, and education use cases. Pick a vertical, then measure the skills and outcomes that matter there.
For residency programs, payer audits,
and clinical L&D.
Healthcare leaders need evidence that clinicians can apply policy, prioritize risks, and reason through cases. QLM supports clinical scenarios, compliance knowledge checks, and readiness dashboards.
For high-stakes clinical use, QLM should be paired with local SME review, approved policies, and validation against the organization's competency framework.
Most-used modes: assessment, scenario simulation, monitoring, and targeted reassessment.
What it costs vs. what it returns.
Six ways to collect
workforce evidence.
Start with one assessment flow, then expand into monitoring, simulations, and outcome tracking as the evidence base matures.
Assessment.
Short adaptive probes produce individual competency profiles.
Monitoring.
Repeat measurement tracks change, drift, and remediation progress.
Screening.
Role-aligned evidence supports structured talent decisions.
Prioritization.
Rank people, teams, or risks by evidence-backed urgency.
Simulation.
Branching scenarios measure judgment in realistic workflows.
Games.
Practice loops turn domain banks into daily reinforcement.
Individual strength and gap evidence
Department, role, and skill clusters
Recommended training and retest paths
Readiness and improvement over time
Visual evidence.
Less interpretation.
The dashboard is built for fast executive reading: what changed, who needs help, and what action should happen next.
◆AI readiness by role, with verification and governance gaps separated from general AI confidence.
◆Clinical judgment evidence grouped by scenario, policy area, and team, with local SME review for high-stakes use.
◆Security competency beyond phishing clicks: IAM, incident response, cloud controls, and escalation judgment.
◆Recommended actions, retest plans, and outcome tracking so leaders know what to do after the assessment.
See your data
on our engine.
Bring a domain, a role, or an existing question bank. We'll show the assessment flow, dashboard contract, and output model against your use case.
From use case
to measured evidence.
A focused pilot keeps the first launch narrow: one domain, one cohort, one dashboard, one decision about what to scale.
Same platform.
Different questions.
Each executive sees the same evidence model through a different operational lens.
Chief Learning Officer.
AI readiness · sales · complianceNeeds proof that training changes behavior, not just attendance.
Chief Nursing Officer.
Clinical judgment · policy · safetyNeeds defensible skill evidence while preserving SME and policy review.
Chief Information Security Officer.
IAM · incident response · cloudNeeds competency evidence beyond completion and phishing click rates.
People leader.
Hiring · mobility · developmentNeeds fair, structured evidence to support development and internal mobility.
Pick any domain. Answer 15 questions.
See your competency profile.
No signup, no credit card, no sales call. Public diagnostics are directional; enterprise pilots add validation and team views.