Sales Enablement Engine: 30‑Day, Governed Call Summaries and Follow‑Ups

```yaml
version: 1.7
owners:
  exec_sponsor: "vp-revops@company.com"
  tech_owner: "revops-platform@company.com"
  security_contact: "sec-arch@company.com"
regions:
  default: us-east-1
  eu_lane:
    processing_region: eu-west-1
    residency_required_for: ["account.region:EU", "user.region:EU"]
rbac:
  roles:
    viewer: ["Sales_Manager", "Enablement"]
    editor: ["AE", "SDR", "CSM"]
    admin: ["RevOps_Admin"]
  field_write_permissions:
    Opportunity.NextStep: ["AE", "RevOps_Admin"]
    Opportunity.Meddicc__c: ["AE", "RevOps_Admin"]
    Contact.Role__c: ["AE", "SDR", "RevOps_Admin"]
data_sources:
  gong:
    webhook: "/ingest/gong-transcript"
    redact_pii: true
    pii_patterns: ["EMAIL", "PHONE", "CREDIT_CARD"]
    allowed_call_types: ["discovery", "demo", "renewal"]
models:
  primary:
    provider: "azure-openai"
    model: "gpt-4o-mini"
    deployment: "eastus2"
  fallback:
    provider: "vllm"
    model: "llama-3-70b-instruct"
    deployment: "vpc-local"
logging:
  prompt_logging: true
  retention_days: 365
  storage_bucket: "s3://revops-ai-logs/prompt-logs/"
  trace_id_strategy: "opportunity_id + call_id"
slo:
  summary_latency_p95_ms: 12000
  followup_task_creation_p95_min: 5
confidence_thresholds:
  crm_auto_write: 0.87
  followup_auto_send: 0.90
  below_threshold_route: "human_review"
workflows:
  summarize_call:
    template: "meddicc+next_steps+risks"
    outputs:
      - field: "Opportunity.NextStep"
        value: "{{next_steps.primary}}"
        confidence: "{{confidence.next_steps}}"
      - field: "Opportunity.Meddicc__c"
        value: "{{meddicc_summary}}"
        confidence: "{{confidence.meddicc}}"
  draft_followup:
    targets: ["Outreach", "Email"]
    personalization:
      include_customer_quotes: true
      include_value_drivers: true
      tone: "consultative"
observability:
  metrics:
    - name: "summary_latency_ms"
    - name: "human_overrides_rate"
    - name: "email_reply_rate"
  alerts:
    slack_channel: "#revops-ai-alerts"
    thresholds:
      human_overrides_rate: 
        warn: 0.25
        critical: 0.4
approvals:
  email_templates:
    owner: "enablement@company.com"
    review_every_days: 30
  high_value_deals:
    criteria: "opportunity.amount > 100000"
    required_approver: "Sales_Manager"
security:
  encryption: "BYOK-KMS"
  key_arn: "arn:aws:kms:us-east-1:123456789012:key/abcd-efgh"
  data_residency_enforced: true
```

{
  "title": "Sales Enablement Engine: 30‑Day, Governed Call Summaries and Follow‑Ups",
  "published_date": "2025-11-15",
  "author": {
    "name": "Lisa Patel",
    "role": "Industry Solutions Lead",
    "entity": "DeepSpeed AI"
  },
  "core_concept": "Industry Transformations and Case Studies",
  "key_takeaways": [
    "In 30 days, you can move from manual notes to governed, automatic summaries, follow-ups, and CRM updates tied to your methodology.",
    "Expect 40% seller time returned from note-taking and admin; target a 6–10 point lift in Stage 2→3 conversion within two quarters.",
    "Compliance controls—RBAC, prompt logging, residency, redaction—remove blockers so Legal and Security say yes.",
    "Start with 2–3 squads, baseline time-to-follow-up and conversion, then scale once the pilot proves lift.",
    "Never train on client data; all prompts and outputs are logged and reviewable for enablement and audit."
  ],
  "faq": [
    {
      "question": "How do you prevent bad summaries from polluting Salesforce?",
      "answer": "We set a confidence threshold (e.g., 0.87) for auto-writes. Anything below routes to the rep’s review queue in Slack with edit-and-approve. Every field update carries a trace ID and can be reverted."
    },
    {
      "question": "Will this work if we don’t use Gong?",
      "answer": "Yes. We support Zoom, Chorus, and basic Zoom Cloud recordings. The trust layer handles ingestion and redaction consistently across sources."
    },
    {
      "question": "How do you measure ROI beyond time saved?",
      "answer": "We track time-to-follow-up, reply rate, meeting conversion, stage progression, and forecast slippage. Telemetry flows to Snowflake/BigQuery, and we publish a weekly RevOps brief with deltas vs. baseline."
    },
    {
      "question": "Can we keep data in-region for EU sellers and accounts?",
      "answer": "Yes. We run EU processing lanes with residency enforcement. RBAC and encryption align to your existing policies, and nothing trains on your data."
    }
  ],
  "business_impact_evidence": {
    "organization_profile": "400-employee SaaS (DevTools), NA/EU go-to-market, Salesforce + Gong + Outreach, AWS VPC deployment.",
    "before_state": "Reps took 15–25 minutes per call for notes, follow-ups were delayed to next day, and Salesforce fields were incomplete.",
    "after_state": "Summaries and follow-ups delivered within minutes, Salesforce updated with trace IDs, and managers coached from concise briefs.",
    "metrics": [
      "Seller admin time reduced by 40% on note-taking and follow-ups.",
      "Time-to-follow-up improved from 21h to 7h median; 86% same-day on first meetings.",
      "Stage 2→3 conversion increased from 34% to 42% in 10 weeks.",
      "Manager rewatch time cut by 3 hours/week."
    ],
    "governance": "Legal and Security approved due to RBAC aligned to Salesforce roles, prompt/output logging with 365-day retention, EU/US residency lanes, PII redaction at ingress, and guarantee that models never train on client data."
  },
  "summary": "RevOps: ship a governed sales enablement engine in 30 days—auto call summaries, next‑step emails, and CRM updates with RBAC, logs, and measurable conversion lift."
}