AI Business System Advisor

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'notes': {'type': 'string', 'description': 'Any additional context the user wants considered in the review.'}, 'offer': {'type': 'string', 'description': 'Core product, service, package, or outcome the business sells.'}, 'aiIdea': {'type': 'string', 'description': 'AI or automation idea the user is considering.'}, 'teamSize': {'type': 'string', 'description': 'Approximate team size and key roles involved in the workflow.'}, 'goal90Days': {'type': 'string', 'description': 'Desired business or workflow outcome over the next 90 days.'}, 'constraints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.'}, 'currentGoal': {'type': 'string', 'description': 'Current business goal the user wants the review to support.'}, 'businessType': {'type': 'string', 'description': 'Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.'}, 'revenueModel': {'type': 'string', 'description': 'How the business earns revenue, such as projects, retainers, subscriptions, services, or products.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.'}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'targetCustomer': {'type': 'string', 'description': 'Primary customer segment or buyer the business serves.'}, 'currentWorkflow': {'type': 'string', 'description': 'How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['businessSnapshot', 'likelyBusinessModel', 'targetCustomerSummary', 'valuePromiseHypothesis', 'primaryConstraintHypothesis', 'readinessSignals', 'missingInformation', 'confidence'], 'properties': {'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'businessSnapshot': {'type': 'string', 'description': 'Concise public-safe summary of the business and operating context.'}, 'readinessSignals': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Signals that indicate whether the business is ready for AI-assisted workflow design.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve diagnostic confidence.'}, 'likelyBusinessModel': {'type': 'string', 'description': 'Likely business model inferred from the supplied context.'}, 'targetCustomerSummary': {'type': 'string', 'description': 'Short summary of the customer segment or buyer context.'}, 'valuePromiseHypothesis': {'type': 'string', 'description': 'Hypothesis about the core value promise or outcome the business sells.'}, 'primaryConstraintHypothesis': {'type': 'string', 'description': 'Likely main constraint limiting progress or readiness.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'aiIdea': {'type': 'string', 'description': 'Specific AI or automation idea the user is considering.'}, 'businessType': {'type': 'string', 'description': 'Type of business being reviewed.'}, 'riskConcerns': {'type': 'string', 'description': 'Known concerns about customer trust, brand risk, compliance, money, privacy, or quality control.'}, 'workflowIdea': {'type': 'string', 'description': 'AI workflow or agent idea to assess for trust and control risk.'}, 'canAffectMoney': {'type': 'boolean', 'description': 'Whether the workflow can influence pricing, refunds, payments, scope, or financial decisions.'}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'customerFacing': {'type': 'boolean', 'description': 'Whether the workflow directly affects customers or customer-facing messages.'}, 'currentControls': {'type': 'string', 'description': 'Existing review, approval, QA, escalation, or monitoring controls.'}, 'currentWorkflow': {'type': 'string', 'description': 'Current workflow before AI or automation.'}, 'proposedWorkflow': {'type': 'string', 'description': 'Proposed workflow design, including what AI would do and what humans would review.'}, 'usesSensitiveData': {'type': 'boolean', 'description': 'Whether the workflow may use private, regulated, or sensitive business/customer data.'}, 'canAffectBrandTrust': {'type': 'boolean', 'description': 'Whether the workflow can affect brand reputation, customer expectations, or public trust.'}, 'requiresExpertJudgment': {'type': 'boolean', 'description': 'Whether the workflow needs professional, strategic, legal, financial, HR, or domain judgment.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['riskLevel', 'riskSummary', 'requiredControls', 'humanReviewRules', 'dataBoundaryWarnings', 'escalationTriggers', 'notRecommendedActions', 'missingInformation', 'confidence'], 'properties': {'riskLevel': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Estimated risk level for the workflow or recommendation.'}, 'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'riskSummary': {'type': 'string', 'description': 'Concise public-safe summary of the main trust and control risks.'}, 'humanReviewRules': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Rules for when a human must review, approve, or override AI output.'}, 'requiredControls': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Controls needed before the workflow should be piloted or expanded.'}, 'escalationTriggers': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Conditions that should escalate to a human owner or expert reviewer.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve risk assessment confidence.'}, 'dataBoundaryWarnings': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Warnings about sensitive data, privacy, access boundaries, or inappropriate inputs.'}, 'notRecommendedActions': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Actions that should not be automated in the current version.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'aiIdea': {'type': 'string', 'description': 'Specific AI or automation idea the user wants evaluated.'}, 'businessType': {'type': 'string', 'description': 'Type of business being reviewed.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.'}, 'currentProblem': {'type': 'string', 'description': 'Main problem the AI opportunities should help solve.'}, 'businessContext': {'type': 'string', 'description': 'Short description of the business, customers, offer, and current operating context.'}, 'currentWorkflow': {'type': 'string', 'description': 'Current workflow before AI or automation.'}, 'candidateUseCases': {'type': 'array', 'items': {'anyOf': [{'type': 'string', 'description': 'Short free-text description of an AI use case the user is considering.'}, {'type': 'object', 'required': ['name', 'description'], 'properties': {'name': {'type': 'string', 'description': 'Short name of the candidate AI use case.'}, 'description': {'type': 'string', 'description': 'What the candidate use case would do.'}, 'riskIfWrong': {'type': 'string', 'description': 'What could go wrong if the AI output or action is incorrect.'}, 'availableData': {'type': 'string', 'description': 'Data, examples, documents, or systems available to support the use case.'}, 'customerFacing': {'type': 'boolean', 'description': 'Whether the use case affects customers directly.'}, 'expectedImpact': {'type': 'string', 'description': 'Expected business impact if the use case works well.'}, 'currentControls': {'type': 'string', 'description': 'Existing human review, approval, QA, or escalation controls.'}}}]}, 'description': 'Candidate AI workflow ideas to evaluate.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['opportunities', 'warnings', 'missingInformation', 'confidence'], 'properties': {'warnings': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Warnings about high-risk, premature, or unsafe automation patterns.'}, 'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'opportunities': {'type': 'array', 'items': {'type': 'object', 'required': ['name', 'summary', 'priority', 'businessValueScore', 'implementationReadinessScore', 'trustRiskLevel', 'recommendedFirstVersion', 'requiredHumanControl'], 'properties': {'name': {'type': 'string', 'description': 'Short name of the AI opportunity.'}, 'summary': {'type': 'string', 'description': 'Public-safe explanation of the opportunity and why it matters.'}, 'priority': {'enum': ['high', 'medium', 'low', 'not_recommended_yet'], 'type': 'string', 'description': 'Recommended priority for this opportunity.'}, 'trustRiskLevel': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Estimated risk level for the workflow or recommendation.'}, 'businessValueScore': {'type': 'number', 'maximum': 5, 'minimum': 1, 'description': 'Relative business value score from 1 to 5.'}, 'requiredHumanControl': {'type': 'string', 'description': 'Human review, approval, or escalation rule required for this opportunity.'}, 'recommendedFirstVersion': {'type': 'string', 'description': 'Safest narrow first version of the opportunity to pilot.'}, 'implementationReadinessScore': {'type': 'number', 'maximum': 5, 'minimum': 1, 'description': 'Relative implementation readiness score from 1 to 5.'}}, 'additionalProperties': False}, 'description': 'Evaluated AI opportunities with value, readiness, risk, and control guidance.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve diagnostic confidence.'}, 'recommendedFirstOpportunity': {'type': 'string', 'description': 'Best first opportunity to consider based on value, readiness, and risk.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'notes': {'type': 'string', 'description': 'Any additional context the user wants considered in the review.'}, 'offer': {'type': 'string', 'description': 'Core product, service, package, or outcome the business sells.'}, 'aiIdea': {'type': 'string', 'description': 'AI or automation idea the user is considering.'}, 'teamSize': {'type': 'string', 'description': 'Approximate team size and key roles involved in the workflow.'}, 'userNotes': {'type': 'string', 'description': 'Additional notes the user wants included in the intake packet.'}, 'goal90Days': {'type': 'string', 'description': 'Desired business or workflow outcome over the next 90 days.'}, 'constraints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.'}, 'currentGoal': {'type': 'string', 'description': 'Current business goal the user wants the review to support.'}, 'riskSummary': {'type': 'object', 'description': 'Structured trust and control risk findings from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'businessType': {'type': 'string', 'description': 'Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.'}, 'revenueModel': {'type': 'string', 'description': 'How the business earns revenue, such as projects, retainers, subscriptions, services, or products.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.'}, 'touchpointMap': {'type': 'object', 'description': 'Structured customer touchpoint map from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'targetCustomer': {'type': 'string', 'description': 'Primary customer segment or buyer the business serves.'}, 'businessContext': {'type': 'object', 'description': 'Structured business context from a prior tool result or user notes.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'currentWorkflow': {'type': 'string', 'description': 'How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.'}, 'bottleneckSummary': {'type': 'object', 'description': 'Structured bottleneck findings from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'preferredNextStep': {'type': 'string', 'description': 'Preferred next-step category or support style to include in the packet.'}, 'opportunitySummary': {'type': 'object', 'description': 'Structured AI opportunity findings from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'recommendedNextStep': {'type': 'object', 'description': 'Structured next-step recommendation from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'recommendedWorkflow': {'type': 'object', 'description': 'Structured first workflow recommendation from a prior tool result.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['packetMarkdown', 'packetJson', 'missingInformation', 'recommendedPrivateReview', 'confidence'], 'properties': {'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'packetJson': {'type': 'object', 'description': 'Structured intake packet data for handoff or deeper review.', 'propertyNames': {'type': 'string'}, 'additionalProperties': {}}, 'packetMarkdown': {'type': 'string', 'description': 'Public-safe intake packet formatted as markdown.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide before deeper review or implementation.'}, 'recommendedPrivateReview': {'type': 'string', 'description': 'Public-safe recommendation for the next deeper review category.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'notes': {'type': 'string', 'description': 'Any additional context the user wants considered in the review.'}, 'offer': {'type': 'string', 'description': 'Core product, service, package, or outcome the business sells.'}, 'risks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known trust, control, customer, or implementation risks to include.'}, 'aiIdea': {'type': 'string', 'description': 'AI or automation idea the user is considering.'}, 'nextStep': {'type': 'string', 'description': 'Existing next-step recommendation to include or refine.'}, 'teamSize': {'type': 'string', 'description': 'Approximate team size and key roles involved in the workflow.'}, 'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Optional confidence level to carry into the report.'}, 'goal90Days': {'type': 'string', 'description': 'Desired business or workflow outcome over the next 90 days.'}, 'bottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known bottlenecks to include in the mini review.'}, 'constraints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.'}, 'currentGoal': {'type': 'string', 'description': 'Current business goal the user wants the review to support.'}, 'businessType': {'type': 'string', 'description': 'Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.'}, 'revenueModel': {'type': 'string', 'description': 'How the business earns revenue, such as projects, retainers, subscriptions, services, or products.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.'}, 'opportunities': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known AI opportunities to include in the mini review.'}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'targetCustomer': {'type': 'string', 'description': 'Primary customer segment or buyer the business serves.'}, 'currentWorkflow': {'type': 'string', 'description': 'How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.'}, 'businessSnapshot': {'type': 'string', 'description': 'Existing business snapshot to include or refine in the mini review.'}, 'preferredNextStep': {'type': 'string', 'description': 'User preference for self-guided, diagnostic, documentation, build, or review support.'}, 'recommendedWorkflow': {'type': 'string', 'description': 'Existing first workflow recommendation to include or refine.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['reportMarkdown', 'shortSummary', 'recommendedAction', 'disclaimer', 'missingInformation', 'confidence'], 'properties': {'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'disclaimer': {'type': 'string', 'description': 'Public safety note explaining the limits of the review.'}, 'shortSummary': {'type': 'string', 'description': 'Brief summary of the review result.'}, 'reportMarkdown': {'type': 'string', 'description': 'Public-safe mini review formatted as markdown.'}, 'recommendedAction': {'type': 'string', 'description': 'Most practical next action based on the supplied context.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve report confidence.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'aiIdea': {'type': 'string', 'description': 'Optional AI or automation idea the user is considering.'}, 'metrics': {'type': 'string', 'description': 'Known metrics such as response time, conversion, close rate, cycle time, churn, cost, or error rate.'}, 'businessType': {'type': 'string', 'description': 'Type of business being reviewed.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns about customer trust, brand risk, money, privacy, compliance, or quality control.'}, 'currentProblem': {'type': 'string', 'description': 'Main problem or bottleneck the user suspects.'}, 'teamPainPoints': {'type': 'string', 'description': 'Internal pain points such as repetitive work, slow handoffs, rework, or unclear ownership.'}, 'businessContext': {'type': 'string', 'description': 'Short description of the business model, customers, offer, team, and operating context.'}, 'currentWorkflow': {'type': 'string', 'description': 'Current workflow steps, handoffs, tools, and review points.'}, 'customerComplaints': {'type': 'string', 'description': 'Known customer complaints, friction points, refunds, or support issues.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['revenueBottlenecks', 'operationalBottlenecks', 'customerExperienceBottlenecks', 'trustControlBottlenecks', 'mostLikelyRootCause', 'bottleneckSummary', 'missingInformation', 'confidence'], 'properties': {'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'bottleneckSummary': {'type': 'string', 'description': 'Concise public-safe summary of the most important bottlenecks.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve diagnostic confidence.'}, 'revenueBottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Likely issues that reduce sales, conversion, qualified calls, deal speed, or revenue growth.'}, 'mostLikelyRootCause': {'type': 'string', 'description': 'Most likely underlying cause connecting the visible bottlenecks.'}, 'operationalBottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Likely issues that slow delivery, increase manual work, create rework, or reduce efficiency.'}, 'trustControlBottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Likely gaps in review rules, approvals, escalation triggers, data boundaries, or quality control.'}, 'customerExperienceBottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Likely issues that create customer friction, unclear expectations, slow responses, or inconsistent service.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'aiIdea': {'type': 'string', 'description': 'AI or automation idea that may affect customer touchpoints.'}, 'touchpoints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Specific customer-facing moments, handoffs, or interactions to review.'}, 'businessType': {'type': 'string', 'description': 'Type of business being reviewed.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns about trust, customer experience, brand reputation, privacy, or quality control.'}, 'salesProcess': {'type': 'string', 'description': 'How leads are qualified, sold, and converted before delivery begins.'}, 'currentProblem': {'type': 'string', 'description': 'Main customer journey or workflow problem the user wants to solve.'}, 'supportProcess': {'type': 'string', 'description': 'How customer questions, issues, tickets, or requests are handled.'}, 'currentWorkflow': {'type': 'string', 'description': 'Current workflow steps, tools, owners, and handoffs.'}, 'customerJourney': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known customer journey stages from first contact through retention.'}, 'deliveryProcess': {'type': 'string', 'description': 'How the business delivers the offer or service after onboarding.'}, 'recoveryProcess': {'type': 'string', 'description': 'How complaints, refunds, exceptions, or service recovery are handled.'}, 'retentionProcess': {'type': 'string', 'description': 'How renewals, repeat purchases, referrals, or ongoing customer value are managed.'}, 'onboardingProcess': {'type': 'string', 'description': 'How new customers are welcomed, scoped, educated, or set up.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['touchpoints', 'trustSensitiveMoments', 'automationSafeAreas', 'humanCriticalAreas', 'missingInformation', 'confidence'], 'properties': {'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'touchpoints': {'type': 'array', 'items': {'type': 'object', 'required': ['stage', 'description', 'classification', 'reason', 'suggestedControl'], 'properties': {'stage': {'type': 'string', 'description': 'Customer journey stage or workflow touchpoint.'}, 'reason': {'type': 'string', 'description': 'Reason for the touchpoint classification.'}, 'description': {'type': 'string', 'description': 'Short explanation of what happens at this touchpoint.'}, 'classification': {'enum': ['automation_safe', 'hybrid', 'human_critical', 'unknown'], 'type': 'string', 'description': 'Whether this touchpoint appears safe for automation, needs hybrid review, or should remain human-critical.'}, 'suggestedControl': {'type': 'string', 'description': 'Suggested review, escalation, or quality-control rule for this touchpoint.'}}, 'additionalProperties': False}, 'description': 'Reviewed customer touchpoints with classification, reason, and suggested control.'}, 'humanCriticalAreas': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Areas where human review or ownership should remain explicit.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve diagnostic confidence.'}, 'automationSafeAreas': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Areas that appear suitable for AI assistance or automation with low risk.'}, 'trustSensitiveMoments': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Moments where customer trust, expectations, or brand perception may be at risk.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'notes': {'type': 'string', 'description': 'Any additional context the user wants considered in the review.'}, 'offer': {'type': 'string', 'description': 'Core product, service, package, or outcome the business sells.'}, 'risks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known risks or control concerns that should shape the workflow design.'}, 'aiIdea': {'type': 'string', 'description': 'AI or automation idea the user is considering.'}, 'teamSize': {'type': 'string', 'description': 'Approximate team size and key roles involved in the workflow.'}, 'goal90Days': {'type': 'string', 'description': 'Desired business or workflow outcome over the next 90 days.'}, 'bottlenecks': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known or suspected bottlenecks the first workflow should address.'}, 'constraints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.'}, 'currentGoal': {'type': 'string', 'description': 'Current business goal the user wants the review to support.'}, 'businessType': {'type': 'string', 'description': 'Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.'}, 'revenueModel': {'type': 'string', 'description': 'How the business earns revenue, such as projects, retainers, subscriptions, services, or products.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.'}, 'opportunities': {'type': 'array', 'items': {'type': 'string'}, 'description': 'AI opportunities already identified or under consideration.'}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'targetCustomer': {'type': 'string', 'description': 'Primary customer segment or buyer the business serves.'}, 'currentWorkflow': {'type': 'string', 'description': 'How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['recommendedWorkflow', 'workflowCategory', 'whyThisWorkflow', 'expectedOutcome', 'aiRole', 'humanRole', 'reviewRule', 'escalationRule', 'successMetrics', 'firstImplementationScope', 'missingInformation', 'confidence'], 'properties': {'aiRole': {'type': 'string', 'description': 'What AI should observe, summarize, draft, classify, or prepare.'}, 'humanRole': {'type': 'string', 'description': 'What a human should approve, decide, handle, or monitor.'}, 'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'reviewRule': {'type': 'string', 'description': 'Rule for when human review is required before output or action.'}, 'escalationRule': {'type': 'string', 'description': 'Rule for cases that should escalate to a human owner or expert.'}, 'successMetrics': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Practical metrics to evaluate workflow pilot success.'}, 'expectedOutcome': {'type': 'string', 'description': 'Expected business outcome if the workflow is piloted successfully.'}, 'whyThisWorkflow': {'type': 'string', 'description': 'Reason this workflow is a practical first candidate based on value, readiness, and risk.'}, 'workflowCategory': {'type': 'string', 'description': 'Category of workflow, such as sales prep, support triage, QA, reporting, or operations.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve workflow recommendation confidence.'}, 'recommendedWorkflow': {'type': 'string', 'description': 'Narrow AI-human workflow recommended as the safest first implementation.'}, 'firstImplementationScope': {'type': 'string', 'description': 'Smallest practical pilot scope for the first version.'}}, 'additionalProperties': False}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'properties': {'notes': {'type': 'string', 'description': 'Any additional context the user wants considered in the review.'}, 'offer': {'type': 'string', 'description': 'Core product, service, package, or outcome the business sells.'}, 'aiIdea': {'type': 'string', 'description': 'AI or automation idea the user is considering.'}, 'teamSize': {'type': 'string', 'description': 'Approximate team size and key roles involved in the workflow.'}, 'timeline': {'type': 'string', 'description': 'Desired timeline for review, documentation, pilot, or implementation.'}, 'userGoal': {'type': 'string', 'description': 'Goal the user wants the next step to support.'}, 'readiness': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Simplified readiness level if already known.'}, 'riskLevel': {'enum': ['low', 'medium', 'high', 'unknown'], 'type': 'string', 'description': 'Estimated risk level or uncertainty for the workflow.'}, 'goal90Days': {'type': 'string', 'description': 'Desired business or workflow outcome over the next 90 days.'}, 'preference': {'enum': ['self_guided', 'done_for_you', 'unsure'], 'type': 'string', 'description': "User's preferred support style."}, 'constraints': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Known constraints such as budget, team capacity, tools, timeline, compliance needs, or data access.'}, 'currentGoal': {'type': 'string', 'description': 'Current business goal the user wants the review to support.'}, 'businessType': {'type': 'string', 'description': 'Type of business, such as ecommerce, SaaS, consulting, agency, local service, or solo business.'}, 'revenueModel': {'type': 'string', 'description': 'How the business earns revenue, such as projects, retainers, subscriptions, services, or products.'}, 'riskConcerns': {'type': 'string', 'description': 'Concerns related to customer trust, brand reputation, legal exposure, sensitive data, or quality control.'}, 'currentProblem': {'type': 'string', 'description': 'Main business or workflow problem the user wants to solve.'}, 'targetCustomer': {'type': 'string', 'description': 'Primary customer segment or buyer the business serves.'}, 'currentWorkflow': {'type': 'string', 'description': 'How the relevant workflow currently works, including manual steps, tools, handoffs, and review points.'}, 'wantsDoneForYou': {'type': 'boolean', 'description': 'Whether the user prefers implementation support rather than self-guided work.'}, 'wantsSelfGuided': {'type': 'boolean', 'description': 'Whether the user prefers self-guided resources or templates.'}, 'problemComplexity': {'enum': ['low', 'medium', 'high', 'unknown'], 'type': 'string', 'description': 'Estimated complexity of the business or workflow problem.'}, 'hasExistingAutomation': {'type': 'boolean', 'description': 'Whether the business already has automation or AI workflows in place.'}, 'implementationReadiness': {'enum': ['low', 'medium', 'high', 'unknown'], 'type': 'string', 'description': 'How ready the business appears for implementation.'}}}

{'type': 'object', '$schema': 'http://json-schema.org/draft-07/schema#', 'required': ['recommendedPath', 'reason', 'readinessLevel', 'suggestedAction', 'alternativePaths', 'missingInformation', 'confidence'], 'properties': {'reason': {'type': 'string', 'description': 'Reason this next-step category fits the supplied context.'}, 'confidence': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Confidence level based on the clarity and completeness of the provided business context.'}, 'readinessLevel': {'enum': ['low', 'medium', 'high'], 'type': 'string', 'description': 'Estimated readiness level for the recommended path.'}, 'recommendedPath': {'enum': ['self_guided_resource', 'deeper_diagnostic', 'implementation_ready_docs', 'ai_ready_system_build', 'monthly_review'], 'type': 'string', 'description': 'Recommended next-step category.'}, 'suggestedAction': {'type': 'string', 'description': 'Practical action the user can take next.'}, 'alternativePaths': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Other reasonable next-step categories the user could consider.'}, 'missingInformation': {'type': 'array', 'items': {'type': 'string'}, 'description': 'Information the user should provide to improve routing confidence.'}}, 'additionalProperties': False}