1. EXECUTIVE BUILD SUMMARY The recommended system automates lead capture, validation, enrichment, preliminary qualification, CRM creation, and email drafting while keeping uncertain lead qualification and all commercial commitments under human control. The workflow should use deterministic rules for objective criteria such as missing contact information and predefined geography requirements. AI can assist with company research, categorization, and personalized email drafting. The primary implementation risk is allowing AI-generated qualification judgments to automatically discard valuable leads. For that reason, uncertain and strategically significant leads should be routed to a salesperson. Expected improvement: faster response time, fewer manual CRM updates, reduced research work, and more consistent qualification. 2. FACTS, ASSUMPTIONS & UNKNOWNS CONFIRMED FACTS - Leads arrive through a website form. - HubSpot is used for CRM. - Gmail is used for email. - Calendly is used for scheduling. - Pricing and proposals require human control. ASSUMPTIONS - Website form submissions can initiate an automation. - The team has defined basic qualification criteria. UNKNOWNS TO VALIDATE - Exact qualification rules. - HubSpot permissions available. - Required response SLA. - Whether company enrichment uses an external provider. 3. CURRENT-STATE WORKFLOW 1. Lead submits form. 2. Employee reviews submission. 3. Employee copies data to HubSpot. 4. Employee researches company. 5. Employee decides lead quality. 6. Employee drafts email. 7. Employee sends Calendly link. Primary bottlenecks are manual data transfer, repetitive research, inconsistent qualification, and delayed responses. 4. TARGET-STATE WORKFLOW Step 1: Form submitted → AUTOMATE → validate required fields. Step 2: Valid lead → AUTOMATE → create/update CRM record. Step 3: Company data → AI ASSIST → summarize company and potential fit. Step 4: Qualification → AUTOMATE for deterministic rules; AI ASSIST for ambiguous indicators. Step 5: Strong lead → AI ASSIST → draft personalized response. Step 6: Strategic/uncertain lead → HUMAN ONLY → salesperson review. Step 7: Approved response → AUTOMATE → send email and scheduling link. 5. AUTOMATION BOUNDARY CRM creation: AUTOMATE — low-risk repetitive task. Company summary: AI ASSIST — useful for unstructured information. Strategic qualification: HUMAN ONLY — incorrect rejection may lose valuable business. Pricing: HUMAN ONLY — commercial commitment. 6. BUILD SPECIFICATION Component L01 Trigger: New website lead Input: Form data Validation: Required identity and contact fields Action: Validate and normalize Success: Valid structured lead object Failure: Missing required information Fallback: Flag for manual review Component L02 Trigger: Valid lead Action: Create or update HubSpot record Success: CRM record ID returned Failure: CRM operation fails Fallback: Retry and alert owner Component L03 Trigger: CRM record created AI task: Produce factual company summary and fit indicators Human owner: Sales team 7. AI COMPONENT DESIGN Purpose: Company research summary and first-response draft. AI must not determine pricing, contractual conditions, or permanently reject strategic leads. 8. SYSTEMS, DATA & INTEGRATION REQUIREMENTS Website form: trigger source. HubSpot: CRM/source of truth for lead status. Gmail: outbound communication. Calendly: scheduling. Company website: research input. Exact integration permissions REQUIRE VERIFICATION. 9. HUMAN APPROVAL GATES Strategic lead review: Reviewer: Salesperson Approve: Continue outreach Reject: Mark reason Escalation: Keep lead in review queue Audit record: Reviewer, decision, timestamp, reason. 10. FAILURE & EXCEPTION MATRIX Duplicate lead → detect email/company match → update existing CRM record. Missing information → request clarification or human queue. AI uncertainty → do not reject → escalate. HubSpot unavailable → retry and alert. Email failure → retain draft and notify owner. 11. SECURITY, PRIVACY & CONTROL CRM access: MEDIUM — least-privilege permissions. External communication: MEDIUM — templates and review rules. Pricing decisions: HIGH — human-only. Credentials: HIGH — secure platform credential storage required. 12. ACCEPTANCE TESTS T01: Complete qualified lead → CRM created and response prepared. T02: Duplicate lead → no duplicate CRM contact. T03: Missing email → no outbound action. T04: AI uncertain → human review triggered. T05: CRM failure → alert and recoverable retry. T06: Strategic lead → never automatically rejected. 13. SUCCESS METRICS Median lead response time. Manual minutes per lead. Percentage processed automatically. Human-review percentage. Duplicate CRM rate. Automation failure rate. 14. IMPLEMENTATION ROADMAP Phase 1: Define qualification rules. Phase 2: Automate capture and CRM. Phase 3: Add research and drafting. Phase 4: Launch with mandatory review. Phase 5: reduce human review only where evidence supports it. 15. QUESTIONS BEFORE BUILD CRITICAL - What exactly defines a qualified lead? - Which leads must always reach a salesperson? - What HubSpot actions are authorized? IMPORTANT - What response time is required? - What enrichment source will be used? 16. IMPLEMENTATION HANDOFF PROJECT: B2B Lead Qualification Automation OBJECTIVE: Reduce response time and manual sales administration. TRIGGER: Website lead submission. PRIMARY SYSTEMS: Website, HubSpot, Gmail, Calendly. SOURCE OF TRUTH: HubSpot. AUTOMATED ACTIONS: Validation, CRM updates, routing. AI TASKS: Company summary and email drafting. HUMAN APPROVALS: Strategic qualification, pricing and proposals. CRITICAL BUSINESS RULES: Never auto-reject strategic/uncertain leads. FAILURE HANDLING: Retry system failures and route ambiguity to humans. LOGGING REQUIREMENTS: Lead ID, automation status, decisions and timestamps. ACCEPTANCE CRITERIA: No strategic lead is automatically rejected. UNRESOLVED QUESTIONS: Qualification rules and integration permissions. RECOMMENDED FIRST BUILD STEP: Define qualification rules before building automation.