Sales Enablement Engine: 30‑Day Call Summaries & Follow‑Ups

```yaml
ledger_name: sales_enablement_decision_ledger
version: 1.3
owners:
  revops: alex.mora@company.com
  security: priya.natarajan@company.com
  legal: dpo@company.com
regions:
  default: us-east-2
  eu_customers: eu-west-1
models:
  allowed:
    - azure_openai:gpt-4o
    - anthropic:claude-3-5-sonnet
  fallback_order:
    - azure_openai:gpt-4o
    - anthropic:claude-3-5-sonnet
pii_handling:
  redaction: enabled
  masking: partial
  scan_provider: google_dlp
slo:
  followup_draft_minutes_p95: 10
  crm_update_success_rate: 
    threshold: 0.98
    rollback_on_breach: true
  approval_sla_minutes_p95: 15
confidence_policies:
  call_summary:
    min_confidence: 0.82
    human_in_loop: false
  follow_up_email:
    min_confidence: 0.80
    human_in_loop: true
    auto_send_if:
      account_tier: ["T2", "T3"]
      deal_size_lt_usd: 50000
  crm_update:
    min_confidence: 0.85
    human_in_loop: true
    required_approval:
      condition: deal_size_gte_usd: 50000
      approver_role: "Sales Manager"
MEDDICC_mapping:
  fields:
    metric: opportunity.custom_metric__c
    economic_buyer: opportunity.economic_buyer__c
    decision_criteria: opportunity.decision_criteria__c
    next_step: opportunity.next_step
controls:
  rbac:
    idp: okta
    roles:
      - Sales_Rep
      - Sales_Manager
      - RevOps_Admin
  logging:
    prompt_log: enabled
    response_log: enabled
    hash_function: sha256
    retention_days: 365
  residency_routing:
    eu_domains: [".de", ".fr", ".nl"]
    route_to: eu_customers
workflows:
  - name: meeting_to_followup
    triggers: ["gong.call.completed"]
    steps:
      - summarize_call
      - map_meddicc
      - draft_followup_email
      - approval_gate
      - send_email
      - create_crm_task
      - write_decision_log
observability:
  metrics_sink: snowflake
  alerts:
    - name: low_confidence_spike
      threshold: 0.2
      window_minutes: 60
      notify: revops_oncall@company.com
    - name: failed_crm_updates
      threshold: 10
      window_minutes: 15
      notify: #revops-triage
change_control:
  review_cadence: weekly
  approvers: ["RevOps_Admin", "Security"]
  rollback:
    strategy: feature_flag
    owner: revops
```

{
  "title": "Sales Enablement Engine: 30‑Day Call Summaries & Follow‑Ups",
  "published_date": "2025-11-18",
  "author": {
    "name": "Lisa Patel",
    "role": "Industry Solutions Lead",
    "entity": "DeepSpeed AI"
  },
  "core_concept": "Industry Transformations and Case Studies",
  "key_takeaways": [
    "Turn messy call notes into MEDDICC‑aligned summaries and actionables tied to CRM fields.",
    "Automate next‑step emails and tasks with confidence thresholds, human‑in‑loop, and audit trails.",
    "Measure impact with control groups: stage‑1→stage‑2 lift, response time, and hygiene score.",
    "Deploy in 30 days via audit → pilot → scale, with data residency and never training on client data."
  ],
  "faq": [
    {
      "question": "How do you measure conversion lift credibly?",
      "answer": "We run an A/B pilot with 30–50 reps and a comparable control group, track stage‑1→stage‑2 movement and time‑to‑follow‑up in Snowflake/BigQuery, and only claim impact where confidence intervals clear pre‑agreed thresholds."
    },
    {
      "question": "Will this overwrite rep workflows?",
      "answer": "No—actions land in Slack/Teams for quick approval. For low‑risk deals, emails auto‑send under thresholds; for high‑risk, managers review. Reps can edit before send, and all changes are logged."
    },
    {
      "question": "What about multi‑language and EU residency?",
      "answer": "We route EU customers to EU models/regions and support localized templates. Residency and language routing are enforced in the trust layer."
    },
    {
      "question": "Which CRMs and tools are supported?",
      "answer": "Salesforce is primary; we also support HubSpot. Call sources include Gong/Chorus/Zoom; sequences via Outreach/Salesloft; analytics to Snowflake/BigQuery; observability via Datadog/Grafana."
    }
  ],
  "business_impact_evidence": {
    "organization_profile": "Series D SaaS company, 350 sellers across NA/EU, Salesforce + Gong + Outreach, SOC 2 with EU customers.",
    "before_state": "28% of calls had no next step in CRM; median follow‑up draft took 22 minutes to start and 22 hours to send; stage‑1→stage‑2 conversion at 31%.",
    "after_state": "Governed engine produced MEDDICC‑aligned summaries and next‑steps in 6 minutes median; automatic tasks and CRM fields populated; stage‑1→stage‑2 conversion reached 36%.",
    "metrics": [
      "+5 points stage‑1→stage‑2 conversion (31% → 36%).",
      "+3.5 hours/week returned per rep from note‑taking/admin.",
      "<1.2% failed updates with auto‑rollback; 95th percentile follow‑up draft under 10 minutes."
    ],
    "governance": "Security and Legal approved due to prompt logging, RBAC via Okta, EU data residency routing, human‑in‑loop for >$50k, and a clear commitment to never train models on client data."
  },
  "summary": "RevOps: ship governed call summaries, next‑step emails, and CRM updates in 30 days. See a 5‑point stage conversion lift and 40% rep time returned."
}