{"success":true,"filters":{"role":null,"firstWedge":null,"search":"automation"},"quiz":{"name":"AIducation Role Selection Quiz","prompt":"What role are you training for?","questions":[{"id":"function","prompt":"Which work do you most need AI help with?","type":"single_choice","choices":[{"id":"customer_revenue","label":"Customers and revenue","description":"Support, sales, customer conversations, pipeline, and account work.","roleWeights":{"support":4,"sales":4,"marketing":2,"operations":1}},{"id":"internal_operations","label":"Internal operations","description":"HR, finance, operations, policy, reporting, and repeatable workflows.","roleWeights":{"hr":3,"finance":3,"operations":4,"executives":1}},{"id":"building_products","label":"Building products","description":"Engineering, product management, technical systems, and delivery workflows.","roleWeights":{"engineering":4,"product":4,"operations":1}},{"id":"education_public_service","label":"Education or public service","description":"Students, teachers, government, healthcare admin, and community services.","roleWeights":{"students":3,"teachers":3,"government":3,"healthcare-admin":3}},{"id":"professional_advice","label":"Professional advice","description":"Legal, compliance, executives, strategy, and high-stakes review.","roleWeights":{"legal":4,"executives":3,"finance":2,"hr":1}},{"id":"small_business","label":"Small business","description":"Owner-led workflows across marketing, sales, operations, and finance.","roleWeights":{"small-business":5,"marketing":1,"sales":1,"finance":1,"operations":1}}]},{"id":"primary_workflow","prompt":"What workflow should training improve first?","type":"multi_choice","choices":[{"id":"drafting_communication","label":"Drafting and communication","description":"Emails, replies, summaries, policies, reports, and stakeholder updates.","roleWeights":{"support":2,"sales":2,"marketing":2,"hr":2,"executives":2,"teachers":2}},{"id":"research_synthesis","label":"Research and synthesis","description":"Customer research, market scans, legal research, product discovery, and briefs.","roleWeights":{"sales":2,"product":2,"legal":2,"students":2,"executives":2,"marketing":2}},{"id":"analysis_reporting","label":"Analysis and reporting","description":"Dashboards, spreadsheet work, forecasts, variance notes, and executive summaries.","roleWeights":{"finance":2,"operations":2,"executives":2,"government":2,"small-business":2}},{"id":"automation_systems","label":"Automation and systems","description":"Workflow automation, SOPs, integrations, coding agents, and operations.","roleWeights":{"engineering":2,"operations":2,"finance":2,"small-business":2}},{"id":"risk_policy_review","label":"Risk and policy review","description":"Compliance, privacy, safety, legal review, approvals, and escalation.","roleWeights":{"support":2,"hr":2,"legal":2,"finance":2,"healthcare-admin":2,"government":2}}]},{"id":"risk_level","prompt":"How risky is the work if AI gets it wrong?","type":"single_choice","choices":[{"id":"low","label":"Low risk","description":"Mostly internal drafts, learning, brainstorming, or low-stakes practice.","roleWeights":{"students":1,"teachers":1,"marketing":1,"small-business":1}},{"id":"medium","label":"Medium risk","description":"Work affects customers, prospects, teams, or business decisions.","roleWeights":{"support":2,"sales":2,"product":2,"operations":2,"executives":2}},{"id":"high","label":"High risk","description":"Work touches sensitive data, legal exposure, money, health, policy, or code.","roleWeights":{"finance":3,"legal":3,"hr":3,"healthcare-admin":3,"government":3,"engineering":3}}]},{"id":"preferred_tools","prompt":"Which tools should the learner practice?","type":"multi_choice","choices":[{"id":"chat_assistants","label":"ChatGPT, Claude, or Gemini","description":"General AI assistants for drafting, analysis, and role-play.","roleWeights":{"support":1,"sales":1,"marketing":1,"hr":1,"finance":1,"engineering":1,"product":1,"executives":1,"operations":1,"students":1,"teachers":1,"government":1,"healthcare-admin":1,"legal":1,"small-business":1}},{"id":"microsoft_google","label":"Copilot, Gemini, or Excel AI","description":"Productivity and spreadsheet AI inside daily workplace systems.","roleWeights":{"finance":2,"operations":2,"hr":2,"executives":2,"teachers":2}},{"id":"research_tools","label":"Perplexity and research tools","description":"Source-backed research, competitive scans, and evidence gathering.","roleWeights":{"sales":2,"product":2,"legal":2,"students":2,"executives":2}},{"id":"automation_coding","label":"Zapier, Make, n8n, Cursor, or coding agents","description":"Automation builders, technical workflows, and codebase work.","roleWeights":{"engineering":2,"operations":2,"finance":2,"small-business":2}},{"id":"creative_tools","label":"Midjourney and creative AI","description":"Visual concepts, campaign assets, creative testing, and classroom materials.","roleWeights":{"marketing":2,"teachers":2,"small-business":2,"students":2}}]},{"id":"proof_needed","prompt":"What proof does the learner or company need?","type":"single_choice","choices":[{"id":"personal_certificate","label":"Personal certificate","description":"A learner wants evidence of skill growth and AI readiness.","roleWeights":{"students":2,"teachers":2,"small-business":2}},{"id":"manager_report","label":"Manager coaching report","description":"A team lead needs score movement, risks, and next actions.","roleWeights":{"support":2,"sales":2,"marketing":2,"hr":2,"finance":2,"engineering":2,"product":2,"operations":2}},{"id":"org_dashboard","label":"Organization dashboard","description":"Leaders need department readiness, risk, adoption, and ROI evidence.","roleWeights":{"executives":2,"operations":2,"government":2,"healthcare-admin":2}},{"id":"compliance_audit","label":"Compliance or audit evidence","description":"Admins need policy training proof, exports, and governance records.","roleWeights":{"legal":2,"hr":2,"finance":2,"government":2,"healthcare-admin":2,"support":2}}]}]},"summary":{"questions":5,"choices":23,"roleRecommendations":4,"firstWedgeRole":null,"averageMatchScore":80},"recommendations":[{"role":"finance","roleLabel":"Finance","productLine":"AIducation for Finance","firstWedge":false,"academyPath":"/ai-training/finance","demoPath":"/demo/try?role=finance","matchScore":100,"matchReasons":["Which work do you most need AI help with? internal operations","Which work do you most need AI help with? professional advice","What workflow should training improve first? analysis and reporting","What workflow should training improve first? automation and systems","How risky is the work if AI gets it wrong? high risk"],"recommendedStartingPoint":"Start with the Finance baseline assessment and first workflow lab.","readinessGoals":[{"id":"workflow_expense_review_and_policy_checks","label":"Improve expense review and policy checks","description":"Practice the finance workflow most likely to create immediate value."},{"id":"quality_variance_analysis_commentary","label":"Raise quality in variance analysis commentary","description":"Use scenarios and rubric scoring to make AI-assisted work more consistent."},{"id":"tools_excel_ai_copilot_chatgpt","label":"Practice Excel AI, Copilot, ChatGPT","description":"Build tool-specific habits with verification, evidence, and human judgment in the loop."},{"id":"evidence_calculation_accuracy","label":"Prove calculation accuracy","description":"Turn practice into manager-visible readiness evidence for the selected role."}],"workflowPreview":["Expense review and policy checks","Variance analysis commentary","Forecasting support","Board and leadership reporting"],"toolPreview":["Excel AI","Copilot","ChatGPT","Claude"],"evidencePreview":["Calculation accuracy","Assumption quality","Policy-control awareness","Executive communication clarity"]},{"role":"operations","roleLabel":"Operations","productLine":"AIducation for Operations","firstWedge":false,"academyPath":"/ai-training/operations","demoPath":"/demo/try?role=operations","matchScore":92,"matchReasons":["Which work do you most need AI help with? customers and revenue","Which work do you most need AI help with? internal operations","What workflow should training improve first? analysis and reporting","What workflow should training improve first? automation and systems","How risky is the work if AI gets it wrong? medium risk"],"recommendedStartingPoint":"Start with the Operations baseline assessment and first workflow lab.","readinessGoals":[{"id":"workflow_sop_generation_and_review","label":"Improve sop generation and review","description":"Practice the operations workflow most likely to create immediate value."},{"id":"quality_workflow_automation_planning","label":"Raise quality in workflow automation planning","description":"Use scenarios and rubric scoring to make AI-assisted work more consistent."},{"id":"tools_chatgpt_claude_zapier","label":"Practice ChatGPT, Claude, Zapier","description":"Build tool-specific habits with verification, evidence, and human judgment in the loop."},{"id":"evidence_automation_readiness","label":"Prove automation readiness","description":"Turn practice into manager-visible readiness evidence for the selected role."}],"workflowPreview":["SOP generation and review","Workflow automation planning","Operational reporting","Process improvement analysis"],"toolPreview":["ChatGPT","Claude","Zapier","n8n"],"evidencePreview":["Automation readiness","SOP clarity","Process-risk flags","Reporting accuracy"]},{"role":"small-business","roleLabel":"Small Business","productLine":"AIducation for Small Businesses","firstWedge":false,"academyPath":"/ai-training/small-business","demoPath":"/demo/try?role=small-business","matchScore":71,"matchReasons":["Which work do you most need AI help with? small business","What workflow should training improve first? analysis and reporting","What workflow should training improve first? automation and systems","How risky is the work if AI gets it wrong? low risk","Which tools should the learner practice? chatgpt, claude, or gemini"],"recommendedStartingPoint":"Start with the Small Business baseline assessment and first workflow lab.","readinessGoals":[{"id":"workflow_local_marketing_and_content","label":"Improve local marketing and content","description":"Practice the small business workflow most likely to create immediate value."},{"id":"quality_customer_response_drafting","label":"Raise quality in customer response drafting","description":"Use scenarios and rubric scoring to make AI-assisted work more consistent."},{"id":"tools_chatgpt_claude_gemini","label":"Practice ChatGPT, Claude, Gemini","description":"Build tool-specific habits with verification, evidence, and human judgment in the loop."},{"id":"evidence_workflow_adoption","label":"Prove workflow adoption","description":"Turn practice into manager-visible readiness evidence for the selected role."}],"workflowPreview":["Local marketing and content","Customer response drafting","Owner productivity workflows","Simple reporting and planning"],"toolPreview":["ChatGPT","Claude","Gemini","Canva"],"evidencePreview":["Workflow adoption","Output quality","Customer-data safety","Reusable playbook creation"]},{"role":"engineering","roleLabel":"Engineering","productLine":"AIducation for Engineering","firstWedge":false,"academyPath":"/ai-training/engineering","demoPath":"/demo/try?role=engineering","matchScore":58,"matchReasons":["Which work do you most need AI help with? building products","What workflow should training improve first? automation and systems","How risky is the work if AI gets it wrong? high risk","Which tools should the learner practice? chatgpt, claude, or gemini","Which tools should the learner practice? zapier, make, n8n, cursor, or coding agents"],"recommendedStartingPoint":"Start with the Engineering baseline assessment and first workflow lab.","readinessGoals":[{"id":"workflow_ai_assisted_code_review","label":"Improve ai-assisted code review","description":"Practice the engineering workflow most likely to create immediate value."},{"id":"quality_debugging_and_root_cause_analysis","label":"Raise quality in debugging and root cause analysis","description":"Use scenarios and rubric scoring to make AI-assisted work more consistent."},{"id":"tools_cursor_copilot_chatgpt","label":"Practice Cursor, Copilot, ChatGPT","description":"Build tool-specific habits with verification, evidence, and human judgment in the loop."},{"id":"evidence_verification_discipline","label":"Prove verification discipline","description":"Turn practice into manager-visible readiness evidence for the selected role."}],"workflowPreview":["AI-assisted code review","Debugging and root cause analysis","Architecture tradeoff review","Test generation and verification"],"toolPreview":["Cursor","Copilot","ChatGPT","Claude"],"evidencePreview":["Verification discipline","Bug-risk detection","Review quality","Agent workflow maturity"]}]}