AI Business System Advisor

Summarizes the supplied business context, including customer, offer, workflow, goals, constraints, readiness signals, missing information, and confidence.

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

{
  "type": "object",
  "properties": {
    "businessSnapshot": {
      "type": "string",
      "description": "Concise public-safe summary of the business and operating context."
    },
    "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."
    },
    "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."
    },
    "confidence": {
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "description": "Confidence level based on the clarity and completeness of the provided business context."
    }
  },
  "required": [
    "businessSnapshot",
    "likelyBusinessModel",
    "targetCustomerSummary",
    "valuePromiseHypothesis",
    "primaryConstraintHypothesis",
    "readinessSignals",
    "missingInformation",
    "confidence"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

Maps customer-facing workflow stages, trust-sensitive moments, automation-safe areas, human-critical areas, missing information, and confidence.

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

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

Identifies likely revenue, operations, customer experience, and trust/control bottlenecks from the supplied business context and returns a public-safe summary.

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

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

Evaluates candidate AI workflow ideas for business value, implementation readiness, repeatability, trust/control risk, warnings, and missing information.

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

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

Reviews a proposed AI workflow for human review needs, data boundaries, quality controls, escalation triggers, unsafe automation risks, and confidence.

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

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

Recommends the safest narrow AI-human workflow to implement first, including roles, review rules, escalation rules, success metrics, and missing information.

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

{
  "type": "object",
  "properties": {
    "recommendedWorkflow": {
      "type": "string",
      "description": "Narrow AI-human workflow recommended as the safest first implementation."
    },
    "workflowCategory": {
      "type": "string",
      "description": "Category of workflow, such as sales prep, support triage, QA, reporting, or operations."
    },
    "whyThisWorkflow": {
      "type": "string",
      "description": "Reason this workflow is a practical first candidate based on value, readiness, and risk."
    },
    "expectedOutcome": {
      "type": "string",
      "description": "Expected business outcome if the workflow is piloted successfully."
    },
    "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."
    },
    "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."
    },
    "firstImplementationScope": {
      "type": "string",
      "description": "Smallest practical pilot scope for the first version."
    },
    "missingInformation": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "description": "Information the user should provide to improve workflow recommendation confidence."
    },
    "confidence": {
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "description": "Confidence level based on the clarity and completeness of the provided business context."
    }
  },
  "required": [
    "recommendedWorkflow",
    "workflowCategory",
    "whyThisWorkflow",
    "expectedOutcome",
    "aiRole",
    "humanRole",
    "reviewRule",
    "escalationRule",
    "successMetrics",
    "firstImplementationScope",
    "missingInformation",
    "confidence"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

Generates a public-safe mini business system review with snapshot, bottlenecks, opportunities, risks, first workflow, next step, missing information, and confidence.

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

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

Recommends a practical next-step category based on business goal, workflow complexity, implementation readiness, risk level, preferences, and missing information.

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

{
  "type": "object",
  "properties": {
    "recommendedPath": {
      "type": "string",
      "enum": [
        "self_guided_resource",
        "deeper_diagnostic",
        "implementation_ready_docs",
        "ai_ready_system_build",
        "monthly_review"
      ],
      "description": "Recommended next-step category."
    },
    "reason": {
      "type": "string",
      "description": "Reason this next-step category fits the supplied context."
    },
    "readinessLevel": {
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "description": "Estimated readiness level for the recommended path."
    },
    "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."
    },
    "confidence": {
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "description": "Confidence level based on the clarity and completeness of the provided business context."
    }
  },
  "required": [
    "recommendedPath",
    "reason",
    "readinessLevel",
    "suggestedAction",
    "alternativePaths",
    "missingInformation",
    "confidence"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#",
  "additionalProperties": false
}

Creates a structured public-safe markdown and JSON intake packet with business context, findings, risks, recommended workflow, missing information, and confidence.

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

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