# Production workflow library

## Remove the unnecessary manual step.

Every blueprint here answers the same question: where does AI inference belong, and what manual step does it remove? Read the full FML, verify every dependency, then adapt it to your stack.

## Registry contract

### index.yml

### Source

### Readable FML

### Contract

### Typed and validated

### Controls

### Governed at runtime

**13 blueprints · 8 operational domains · full source included**

## Create
— Plain language in

## Distribute
— API, MCP, or scheduled

## Govern
— RBAC, ABAC, and DLP

### Search the registry

**13 of 13 blueprints**

- **BP-001 · 40L**  
  **Meeting Notes Extractor**  
  Find the most recent completed meeting with a customer and extract a structured summary, next steps, participants, pain points, and key decisions.  
  **Delivers**  
  Meeting summary · Next steps with owners · Pain points  
  **Built for**  
  Sales · RevOps  
  
- **BP-002 · 311L**  
  **CEO Weekly Report**  
  Read a week of Slack across sales, dev, leadership, and health-check channels, extract a per-department pulse, and synthesize a polished executive brief for the CEO.  
  **Delivers**  
  Executive summary · Department pulses · Decisions required  
  **Built for**  
  CEOs · Chiefs of Staff  
  
- **BP-003 · 221L**  
  **Customer Health Report**  
  Query BigQuery for a tenant's server usage, daily trend, tool breakdown, user activity, and error patterns, then synthesize an executive customer-health report.  
  **Delivers**  
  Health overview · Risk flags · Adoption gaps  
  **Built for**  
  Customer success · Account teams  
  
- **BP-004 · 100L**  
  **Customer Slack Signals**  
  Read the internal and shared external Slack channels for an account, extract every meaningful signal with a permalink, and produce a health verdict with action items.  
  **Delivers**  
  Signal log with permalinks · Executive verdict · Top themes  
  **Built for**  
  Customer success · Account management  
  
- **BP-005 · 135L**  
  **Tenant Usage Report**  
  Pull a tenant's full telemetry from BigQuery — active users, tool calls, audit events, daily activity, and error patterns — and write a data-grounded executive summary.  
  **Delivers**  
  Active users · Tool-call breakdown · Audit summary  
  **Built for**  
  Customer success · Platform ops  
  
- **BP-006 · 96L**  
  **GA4 Traffic Report**  
  Pull GA4 acquisition, engagement, and cohort-retention data through an API connection point and turn it into chart-ready, day-by-day structured insights.  
  **Delivers**  
  Acquisition insights · Engagement insights · Retention cohorts  
  **Built for**  
  Marketing · Growth  
  
- **BP-007 · 136L**  
  **IT Ops Onboarding**  
  Turn a 'Create User' form submission into a full new-hire provisioning run — create the Microsoft Entra ID identity, open the Jira access tickets, branch on manager vs. contributor for Slack setup, and send a welcome email generated from the actual run.  
  **Delivers**  
  Entra ID identity · Jira onboarding tickets · Slack channel / profile setup  
  **Built for**  
  IT Ops · People Ops  
  
- **BP-008 · 207L**  
  **MCP Server Insights**  
  Profile a single MCP server across every tenant — usage, daily trend, tool breakdown, error patterns, and top users — and synthesize a health and adoption summary.  
  **Delivers**  
  Tenant breakdown · Daily trend · Error patterns  
  **Built for**  
  Platform PMs · DevOps  
  
- **BP-009 · 34L**  
  **MCP Fleet Overview**  
  Aggregate the last 30 days of MCP telemetry across every server and category into a single ranked table of calls, errors, connections, and active users.  
  **Delivers**  
  Ranked server table · Error rates · Connection status  
  **Built for**  
  Platform PMs · DevOps  
  
- **BP-010 · 126L**  
  **Pre-Call Prep**  
  Pull the upcoming calendar event, mine every past Avoma meeting with the account, reconcile Salesforce contacts, and synthesize a single pre-call prep document.  
  **Delivers**  
  Executive summary · Recurring pain points · Open action items  
  **Built for**  
  Sales · Account executives  
  
- **BP-011 · 187L**  
  **Voice of Customer Research**  
  Scan recent customer calls for a target keyword, extract the exact quotes around it, synthesize an opinionated answer to a research question, and publish it to Google Drive.  
  **Delivers**  
  Executive summary · Key themes · Supporting quotes  
  **Built for**  
  Product marketing · Product  
  
- **BP-012 · 43L**  
  **Voice of Customer Chat**  
  A conversational Voice-of-Customer analyst that interprets a request, figures out which Avoma data it needs, and either answers or asks for the missing email or date range.  
  **Delivers**  
  Detected intent · Inferred keywords · Answer  
  **Built for**  
  Product marketing · Customer success  
  
- **BP-013 · 287L**  
  **Weekly Market Intelligence Brief**  
  Research a full week of debt-relief market signals — regulatory enforcement, competitor moves, consumer-lending news, macro developments, and a nine-metric economic dashboard — then render a branded HTML email and send it through Resend. Built to run on a schedule.  
  **Delivers**  
  Leading-indicators dashboard · Regulatory & competitor roundup · Branded HTML email  
  **Built for**  
  Sales leadership · Marketing

## What every blueprint in here guarantees

- **Zero prompt drift**
  Every blueprint is a versioned contract. Run 1 and run 10,000 behave identically.
- **Scoped sessions**
  Each LLM call sees only the context it needs — no one giant prompt, no context rot.
- **Typed output**
  Blueprints return validated objects pinned to a schema, not text you have to parse.
- **Reusable like an API**
  Parameterise once and call it from anywhere — versioned, auditable, shareable.