{"success":true,"filters":{"role":null,"firstWedge":null,"riskLevel":"high","search":null},"model":{"name":"AIducation Org Readiness Benchmark Model","description":"Public benchmark schema for comparing role academies, department coverage, policy risk, workflow evidence, ROI signals, and manager coaching actions.","scoreScale":"0-100","readinessLevels":[{"id":"not_ready","range":"0-59","label":"Not ready for live AI workflows"},{"id":"supervised","range":"60-74","label":"Ready with manager supervision"},{"id":"ready","range":"75-84","label":"Ready for approved AI workflows"},{"id":"advanced","range":"85-100","label":"Advanced and coachable across teams"}],"dimensions":[{"id":"baseline_coverage","name":"Baseline coverage","weight":15,"description":"Percent of assigned learners who complete a role-specific baseline before training."},{"id":"exit_lift","name":"Exit lift","weight":20,"description":"Improvement between baseline and final scenario or workflow assessment."},{"id":"verification","name":"Verification discipline","weight":20,"description":"Ability to check facts, calculations, source quality, code paths, policies, and assumptions before using AI output."},{"id":"policy_safety","name":"Policy safety","weight":20,"description":"Handling of privacy, confidential data, compliance boundaries, escalation authority, and approved tool usage."},{"id":"workflow_evidence","name":"Workflow evidence","weight":15,"description":"Completed missions, simulations, tool labs, playbooks, and take-back-to-work artifacts tied to real tasks."},{"id":"manager_actionability","name":"Manager actionability","weight":10,"description":"Whether team reports produce concrete coaching priorities, benchmark gaps, and readiness decisions."}]},"summary":{"benchmarks":6,"dimensions":6,"averageTargetScore":82,"riskCounts":{"high":6,"medium":0,"low":0},"firstWedgeRole":null,"evidenceArtifacts":30},"benchmarks":[{"role":"hr","roleLabel":"HR","productLine":"AIducation for HR","audience":"HR, people operations, recruiting, L&D, and managers","firstWedge":false,"academyPath":"/ai-training/hr","demoPath":"/demo/try?role=hr","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["Policy drafting and explanation","Recruiting and candidate screening support","Performance review preparation","Employee question response"],"readinessSignals":["Bias-risk flags","Privacy handling score","Policy clarity score","Manager coaching readiness"],"riskSignals":["AI assistance introduces bias or mishandles sensitive employee context","Policy answers sound confident without authority or escalation","Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding"],"roiSignals":["HR time saved on Policy drafting and explanation","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing HR teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["HR baseline assessment","HR simulation attempts","HR exit assessment","HR manager report","HR readiness credential"]},{"role":"finance","roleLabel":"Finance","productLine":"AIducation for Finance","audience":"Finance, FP&A, accounting, revenue, and operations teams","firstWedge":false,"academyPath":"/ai-training/finance","demoPath":"/demo/try?role=finance","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["Expense review and policy checks","Variance analysis commentary","Forecasting support","Board and leadership reporting"],"readinessSignals":["Calculation accuracy","Assumption quality","Policy-control awareness","Executive communication clarity"],"riskSignals":["AI-assisted analysis ships with unchecked calculations or assumptions","Variance commentary blurs signal, caveat, and speculation","Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding"],"roiSignals":["Finance time saved on Expense review and policy checks","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing Finance teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Finance baseline assessment","Finance simulation attempts","Finance exit assessment","Finance manager report","Finance readiness credential"]},{"role":"executives","roleLabel":"Executives","productLine":"AIducation for Executives","audience":"Executives, transformation leaders, CIOs, COOs, and business unit leaders","firstWedge":false,"academyPath":"/ai-training/executives","demoPath":"/demo/try?role=executives","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["AI strategy and governance","Department rollout planning","Risk and policy review","Readiness and ROI reporting"],"readinessSignals":["Org readiness map","Risk dashboard","Policy adoption evidence","Productivity ROI assumptions"],"riskSignals":["Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding","Org readiness map"],"roiSignals":["Executives time saved on AI strategy and governance","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing Executives teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Executives baseline assessment","Executives simulation attempts","Executives exit assessment","Executives manager report","Executives readiness credential"]},{"role":"government","roleLabel":"Government","productLine":"AIducation for Government","audience":"Public-sector teams, procurement leaders, citizen service teams, and administrators","firstWedge":false,"academyPath":"/ai-training/government","demoPath":"/demo/try?role=government","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["Citizen service response","Document workflow support","AI procurement review","Policy and compliance communication"],"readinessSignals":["Responsible-use readiness","Policy clarity","Data-handling risk","Procurement judgment"],"riskSignals":["Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding","Responsible-use readiness"],"roiSignals":["Government time saved on Citizen service response","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing Government teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Government baseline assessment","Government simulation attempts","Government exit assessment","Government manager report","Government readiness credential"]},{"role":"healthcare-admin","roleLabel":"Healthcare Admin","productLine":"AIducation for Healthcare Admin","audience":"Healthcare administrators, patient communication teams, and compliance operations","firstWedge":false,"academyPath":"/ai-training/healthcare-admin","demoPath":"/demo/try?role=healthcare-admin","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["Patient communication","Documentation support","Compliance-aware admin workflows","Scheduling and operational reporting"],"readinessSignals":["Privacy discipline","Compliance awareness","Communication clarity","Escalation judgment"],"riskSignals":["Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding","Privacy discipline"],"roiSignals":["Healthcare Admin time saved on Patient communication","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing Healthcare Admin teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Healthcare Admin baseline assessment","Healthcare Admin simulation attempts","Healthcare Admin exit assessment","Healthcare Admin manager report","Healthcare Admin readiness credential"]},{"role":"legal","roleLabel":"Legal","productLine":"AIducation for Legal Teams","audience":"Legal, procurement, compliance, contracts, and risk teams","firstWedge":false,"academyPath":"/ai-training/legal","demoPath":"/demo/try?role=legal","targetScore":82,"minimumCoverage":90,"exitCoverage":80,"riskLevel":"high","priorityWorkflows":["Contract risk review","Research synthesis","Redline preparation","Risk summary drafting"],"readinessSignals":["Citation verification","Risk prioritization","Confidentiality handling","Business clarity"],"riskSignals":["Contract review summaries overstate certainty or miss risk boundaries","Research outputs lack citations and jurisdiction context","Learners use AI output without a verification step","Managers cannot see which skills are ready for live work","Tool usage grows faster than policy understanding"],"roiSignals":["Legal time saved on Contract risk review","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 90% baseline coverage before comparing Legal teams","Coach learners below the 82 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Legal baseline assessment","Legal simulation attempts","Legal exit assessment","Legal manager report","Legal readiness credential"]}]}