{"success":true,"filters":{"role":null,"firstWedge":null,"riskLevel":null,"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":15,"dimensions":6,"averageTargetScore":77,"riskCounts":{"high":6,"medium":5,"low":4},"firstWedgeRole":"support","evidenceArtifacts":75},"benchmarks":[{"role":"support","roleLabel":"Support","productLine":"AIducation for Support","audience":"Support, CX, QA, and support operations teams","firstWedge":true,"academyPath":"/ai-training/support","demoPath":"/demo/try?role=support","targetScore":78,"minimumCoverage":85,"exitCoverage":72,"riskLevel":"medium","priorityWorkflows":["Billing escalations and refunds","Account verification and sensitive-data handling","Tone, empathy, and next-step setting","Escalation judgment and policy exceptions"],"readinessSignals":["Policy-safety score by agent","Verification discipline by workflow","Before/after support quality report","Manager coaching priorities"],"riskSignals":["Agents promise refunds, escalations, or account actions without policy evidence","Customer replies lose empathy after AI drafting","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":["Support time saved on Billing escalations and refunds","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 85% baseline coverage before comparing Support teams","Coach learners below the 78 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Support baseline assessment","Support simulation attempts","Support exit assessment","Support manager report","Support readiness credential"]},{"role":"sales","roleLabel":"Sales","productLine":"AIducation for Sales","audience":"Sales, revenue, SDR, AE, and customer growth teams","firstWedge":false,"academyPath":"/ai-training/sales","demoPath":"/demo/try?role=sales","targetScore":76,"minimumCoverage":85,"exitCoverage":72,"riskLevel":"medium","priorityWorkflows":["Prospect research and account briefs","Cold outreach and personalization","Discovery call preparation","Proposal and follow-up drafting"],"readinessSignals":["Personalization quality score","Claim-risk flags","CRM workflow completion","Pipeline coaching signals"],"riskSignals":["Outbound claims drift beyond approved positioning","Research shortcuts weaken personalization and account judgment","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":["Sales time saved on Prospect research and account briefs","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 85% baseline coverage before comparing Sales teams","Coach learners below the 76 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Sales baseline assessment","Sales simulation attempts","Sales exit assessment","Sales manager report","Sales readiness credential"]},{"role":"marketing","roleLabel":"Marketing","productLine":"AIducation for Marketing","audience":"Marketing, content, growth, lifecycle, brand, and creative teams","firstWedge":false,"academyPath":"/ai-training/marketing","demoPath":"/demo/try?role=marketing","targetScore":72,"minimumCoverage":78,"exitCoverage":65,"riskLevel":"low","priorityWorkflows":["Product launch copy","Campaign brief generation","SEO and content planning","Creative testing and performance analysis"],"readinessSignals":["Brand fit score","Conversion clarity score","Evidence-backed campaign decisions","Creative testing quality"],"riskSignals":["AI copy misses brand voice or makes unsupported performance claims","Creative testing decisions are not tied to evidence","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":["Marketing time saved on Product launch copy","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 78% baseline coverage before comparing Marketing teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Marketing baseline assessment","Marketing simulation attempts","Marketing exit assessment","Marketing manager report","Marketing readiness credential"]},{"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":"engineering","roleLabel":"Engineering","productLine":"AIducation for Engineering","audience":"Engineering, platform, security, QA, and developer productivity teams","firstWedge":false,"academyPath":"/ai-training/engineering","demoPath":"/demo/try?role=engineering","targetScore":76,"minimumCoverage":85,"exitCoverage":72,"riskLevel":"medium","priorityWorkflows":["AI-assisted code review","Debugging and root cause analysis","Architecture tradeoff review","Test generation and verification"],"readinessSignals":["Verification discipline","Bug-risk detection","Review quality","Agent workflow maturity"],"riskSignals":["Coding-agent output lands without path-level verification","Review feedback misses behavioral risk in generated code","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":["Engineering time saved on AI-assisted code 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 85% baseline coverage before comparing Engineering teams","Coach learners below the 76 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Engineering baseline assessment","Engineering simulation attempts","Engineering exit assessment","Engineering manager report","Engineering readiness credential"]},{"role":"product","roleLabel":"Product","productLine":"AIducation for Product Managers","audience":"Product managers, product ops, research, and design 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evidence"],"managerActions":["Reach 85% baseline coverage before comparing Product teams","Coach learners below the 76 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Product baseline assessment","Product simulation attempts","Product exit assessment","Product manager report","Product 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":"operations","roleLabel":"Operations","productLine":"AIducation for Operations","audience":"Operations, process excellence, business ops, and service delivery teams","firstWedge":false,"academyPath":"/ai-training/operations","demoPath":"/demo/try?role=operations","targetScore":76,"minimumCoverage":85,"exitCoverage":72,"riskLevel":"medium","priorityWorkflows":["SOP generation and review","Workflow automation planning","Operational reporting","Process improvement analysis"],"readinessSignals":["Automation readiness","SOP clarity","Process-risk flags","Reporting accuracy"],"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","Automation readiness"],"roiSignals":["Operations time saved on SOP generation and 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 85% baseline coverage before comparing Operations teams","Coach learners below the 76 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Operations baseline assessment","Operations simulation attempts","Operations exit assessment","Operations manager report","Operations readiness credential"]},{"role":"students","roleLabel":"Students","productLine":"AIducation for Students","audience":"Students, independent learners, and early-career professionals","firstWedge":false,"academyPath":"/ai-training/students","demoPath":"/demo/try?role=students","targetScore":72,"minimumCoverage":78,"exitCoverage":65,"riskLevel":"low","priorityWorkflows":["Research planning and source checking","Writing support without plagiarism","Study plan creation","Productivity and project planning"],"readinessSignals":["AI literacy score","Source verification","Academic integrity readiness","Research workflow quality"],"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","AI literacy score"],"roiSignals":["Students time saved on Research planning and source checking","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 78% baseline coverage before comparing Students teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Students baseline assessment","Students simulation attempts","Students exit assessment","Students manager report","Students readiness credential"]},{"role":"teachers","roleLabel":"Teachers","productLine":"AIducation for Teachers","audience":"Teachers, instructional coaches, curriculum teams, and school leaders","firstWedge":false,"academyPath":"/ai-training/teachers","demoPath":"/demo/try?role=teachers","targetScore":72,"minimumCoverage":78,"exitCoverage":65,"riskLevel":"low","priorityWorkflows":["Lesson planning","Rubric and assessment design","Feedback and grading support","Student AI-use guidance"],"readinessSignals":["Lesson quality","Assessment clarity","Privacy handling","Academic integrity readiness"],"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","Lesson quality"],"roiSignals":["Teachers time saved on Lesson planning","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 78% baseline coverage before comparing Teachers teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Teachers baseline assessment","Teachers simulation attempts","Teachers exit assessment","Teachers manager report","Teachers 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"]},{"role":"small-business","roleLabel":"Small Business","productLine":"AIducation for Small Businesses","audience":"Owners, operators, local teams, and growing small businesses","firstWedge":false,"academyPath":"/ai-training/small-business","demoPath":"/demo/try?role=small-business","targetScore":72,"minimumCoverage":78,"exitCoverage":65,"riskLevel":"low","priorityWorkflows":["Local marketing and content","Customer response drafting","Owner productivity workflows","Simple reporting and planning"],"readinessSignals":["Workflow adoption","Output quality","Customer-data safety","Reusable playbook creation"],"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","Workflow adoption"],"roiSignals":["Small Business time saved on Local marketing and content","Reduction in rework from unverifiable AI output","Higher completion rate for approved AI workflow playbooks","Faster manager coaching cycles from benchmarked evidence"],"managerActions":["Reach 78% baseline coverage before comparing Small Business teams","Coach learners below the 72 readiness target on failed skill atoms","Assign daily missions for the weakest workflow dimension","Export manager report after exit assessment and credential review"],"evidenceArtifacts":["Small Business baseline assessment","Small Business simulation attempts","Small Business exit assessment","Small Business manager report","Small Business readiness credential"]}]}