AI Automation Platform

The AI automation platform is the protocol run on an automation product (L356) — the clarify (the users L162, the workflows L217, the integrations L227, the scale L356, L356), the workflows (the steps L217: the triggers L220, the actions L356, the AI steps L356), the integrations (the connectors L227: the CRM L351, the email L224, the Slack L225, L356), and the gates (the approvals L228: the human L208 on the high-risk L324, L356) — the workflows (L217), the integrations (L227), and the gates (L228), productized (L356).

The one-sentence interview answer: "The automation platform is the protocol, run (L356). The clarify (L356): the users (L162) — the builders (L356); the workflows (L217) — the automation (L356); the integrations (L227) — the connectors (L356); and the scale (L356) — the executions (L356) per day (L356). The workflows (L356): the steps (L217) — the triggers (L220) — the webhook (L220) and the schedule (L221); the actions (L356) — the API calls (L227); and the AI steps (L356) — the classify (L353), the generate (L356), the extract (L143). The integrations (L227): the connectors (L356) — the CRM (L351), the email (L224), the Slack (L225) — the OAuth (L239) and the scoped (L262) credentials (L356). The gates (L228): the approvals (L228) — the human (L208) on the high-risk (L324) — the L228 approval workflow (L228), productized (L356). The AI shape (L173): the automation (L356) — the workflows (L217) with the AI steps (L356), the integrations (L227), and the gates (L228) — the L230 architecture (L230), productized (L356)."

Think of the automation platform as the office's assembly-line kit. The kit (the platform, L356) builds the lines (the workflows, L217): the line's (L356) start (the trigger, L220) — the letter's arrival (the webhook, L220) or the bell (the schedule, L221); the stations (the actions, L356) — the sorting (the classify, L353), the drafting (the generate, L356); and the checkpoints (the gates, L228) — the manager's (L208) sign-off (L228). The kit's tools (the integrations, L227): the connectors (L356) — the CRM (L351), the email (L224), the Slack (L225) — with the scoped (L262) passes (L356). The office works because the lines are buildable, the tools are connected, and the checkpoints are signed (L356).

   the assembly-line kit (the platform, L356)
   ┌────────────────────────────────────────────────────────┐
   │ the lines (the workflows, L217) — the triggers (L220), │
   │ the actions (L356), the AI steps (L356)                │
   │ the tools (the integrations, L227) — the connectors    │
   │ (L356)                                                 │
   │ the checkpoints (the gates, L228) — the sign-offs      │
   │ (L208)                                                 │
   └────────────────────────────────────────────────────────┘

The mental model is the kit: the lines, the tools, and the checkpoints (L356).

   the trigger (L220)
        │  the webhook (L220) · the schedule (L221)
        ▼
   ┌────────────────────── THE WORKFLOW (L217) ─────────────────────────┐
   │  the AI step (L356): the classify (L353) · the generate (L356)    │
   │  the actions (L356): the API calls (L227)                         │
   │  the integrations (L227): the CRM (L351), the email (L224)        │
   └──────────────────────────┬───────────────────────────────────────┘
                              ▼
   ┌────────────────────── THE GATE (L228) ─────────────────────────────┐
   │  the high-risk (L324) → the human (L208) approval (L228)          │
   │  the approved (L228) → the action (L356) · the denied (L356)      │
   └──────────────────────────────────────────────────────────────────┘

The flow is the workflow: trigger → steps → gate (L356).

• The clarify (L356). The users (L162), the workflows (L217), the integrations (L227), the scale (L356).
• The workflows (L356). The steps (L217): the triggers (L220), the actions (L356), and the AI steps (L356).
• The integrations (L227). The connectors (L356): the CRM (L351), the email (L224), the Slack (L225) — the OAuth (L239) and the scoped (L262) credentials (L356).
• The gates (L228). The approvals (L228): the human (L208) on the high-risk (L324).

• An automation SaaS (L357). The workflows (L217), the integrations (L227), the gates (L228).
• A CRM automation (L351). The lead (L351) → the AI classify (L356) → the outreach (L351).
• A support automation (L350). The ticket (L350) → the AI triage (L350) → the resolution (L350).
• A multi-tenant automation (L357). The per-tenant (L320) workflows (L217) and the credentials (L262).
• Anything automation (L230). The product (L356) — the workflows, the integrations, the gates (L356).

The through-line: the product is the automation's — the workflows, the connectors, and the gates (L356).

Say it in four moves:

1. The clarify. "The builders, the workflows, the scale (L356)."
2. The workflows. "The triggers (L220), the actions (L356), the AI steps (L356)."
3. The integrations. "The connectors (L227) — the OAuth (L239), the scoped (L262)."
4. The gates. "The approvals (L228) — the human (L208) on the high-risk (L324)."

• The workflow is the unit (L217). The steps (L217) — the triggers (L220), the actions (L356), the AI (L356) — the product's (L356) unit (L356).
• The AI step is the classifier and the generator (L356). The classify (L353) and the generate (L356) — the steps (L217) with the eval (L341) (L356).
• The connector is the scoped credential (L262). The OAuth (L239) and the scoped (L262) — the integration's (L227) least privilege (L314) (L356).
• The gate is the risk's (L228). The high-risk (L324) — the L228 approval (L228) — the L324 control (L324), productized (L356).
• The observability is the workflow's (L346). The executions (L356) — the traces (L330) and the evals (L341) — the L346 standard (L346), workflow-shaped (L356).

• The trigger-only (L356). The zap (L356) described as the trigger (L220) — the steps (L217) and the AI (L356) are the workflow (L356).
• The AI step un-evaluated (L341). The classify (L353) without the eval (L341) — the quality (L341) unknown (L356).
• The wide credentials (L314). The connector (L227) with the app's (L314) access (L356) — the OAuth (L239) and the scope (L262).
• The un-gated high-risk (L324). The refund (L324) automatic (L228) — the L228 gate (L228) (L356).
• The un-observed executions (L346). The workflows (L217) without the traces (L330) — the failures (L356) opaque (L356).

• Unit the workflows (L217) — the triggers (L220), the actions (L356), the AI (L356).
• Eval the AI steps (L341) — the classify (L353) and the generate (L356).
• Scope the connectors (L262) — the OAuth (L239), the least privilege (L314).
• Gate the high-risk (L228) — the L228 approval (L228).
• Observe the executions (L346) — the traces (L330) and the evals (L341).

Q: Walk me through the automation platform.

A: The protocol, run (L356). The clarify — the builders, the workflows, the scale (L356). The workflows — the triggers (L220), the actions (L356), the AI steps (L356). The integrations — the connectors (L227). And the gates — the approvals (L228).

Q: What are the AI steps?

A: The steps (L217) with the AI (L356): the classify (L353) — the incoming email's (L224) intent (L356); the generate (L356) — the drafts and the summaries (L356); the extract (L143) — the fields from the documents (L353). Each AI step (L356) is a step (L217) in the workflow (L356), with the eval (L341) and the gate (L228).

Q: How do the integrations work?

A: The connectors (L227): the CRM (L351), the email (L224), the Slack (L225) — connected with the OAuth (L239) and the scoped (L262) credentials (L356) — the least privilege (L314) per connector (L356). The connector (L227) is the workflow's (L217) tool (L356).

Q: How do the gates work?

A: The L228 approval workflow (L228): the high-risk step (L324) — the refund (L324), the external send (L356) — pauses (L208) for the human (L208) — the approved (L228) continues, the denied (L356) stops (L356). The gate (L228) is the L324 control (L324), productized (L356).

• What's the clarify (L356)?
• What are the AI steps (L356)?
• How do the integrations work (L227)?
• How do the gates work (L228)?
• What's the observability (L346)?

The senior read: the AI steps with the evals — the automation, productized (L356).

// The automation platform (L356) — the workflow with the AI (L356).
// 1 · THE WORKFLOW (L217) — the steps (L356).
const workflow = {
  trigger: { type: 'webhook', path: '/ticket-created' },   // L220
  steps: [
    // THE AI STEP (L356) — the classify (L353).
    { type: 'ai', action: 'classify', input: 'ticket.text', output: 'category' },
    // THE ACTION (L356) — the API call (L227).
    { type: 'action', connector: 'crm', call: 'create_ticket', map: { category: 'category' } },
  ],
};

// 2 · THE INTEGRATIONS (L227) — the scoped connectors (L356).
const connectors = {
  crm:   { oauth: true, scopes: ['tickets:write'] },   // L239, L262
  email: { oauth: true, scopes: ['mail:send'] },       // L224, L262
};

// 3 · THE GATE (L228) — the high-risk approval (L356).
const gates = {
  'ticket.refund': { approval: 'human' },              // L324, L228
};

// 4 · THE OBSERVABILITY (L346) — the executions traced (L356).
//   the trace (L330) per execution · the eval (L341) on the AI steps (L356)

What the reader must SEE — the product, applied:

  trigger: webhook            → the start (L220)
  ai classify step            → the AI (L353, L356)
  action + connector + scopes → the integration (L227, L262)
  refund → human approval     → the gate (L228, L324)
  the trace per execution      → the observability (L330, L346)

  The workflows, the connectors, and the gates (L356).

• The workflow is the execution's scale (L356). The executions (L356) per day (L356) — the workers (L266) and the queue (L270) (L356).
• The AI step is the cost (L334). The classify (L353) and the generate (L356) — the tokens (L332) per execution (L356).
• The connector is the latency (L227). The API calls (L227) — the timeouts (L356) and the retries (L256).
• The gate is the human's latency (L208). The approval (L228) — the hours (L356) for the high-risk (L324).

• The AI automation platform = the automation's product (L356): the clarify, the workflows, the integrations, the gates.
• The clarify: the builders (L162), the workflows (L217), the scale (L356).
• The workflows: the triggers (L220), the actions (L356), the AI steps (L356).
• The integrations: the connectors (L227) — the OAuth (L239), the scoped (L262).
• The gates: the approvals (L228) — the human (L208) on the high-risk (L324).

AI AUTOMATION PLATFORM = the workflows, the integrations, the gates

THE CLARIFY (L356)
  the users (L162) — the builders (L356)
  the workflows (L217) · the integrations (L227)
  the scale (L356) — the executions (L356) per day (L356)

THE WORKFLOWS (L356)
  the triggers (L220) — the webhook (L220), the schedule (L221)
  the actions (L356) — the API calls (L227)
  the AI steps (L356) — the classify (L353), the generate (L356),
  the extract (L143) — with the eval (L341)

THE INTEGRATIONS (L227)
  the connectors (L356) — the CRM (L351), the email (L224),
  the Slack (L225)
  the OAuth (L239) · the scoped (L262) credentials (L356)

THE GATES (L228)
  the approvals (L228) — the human (L208)
  on the high-risk (L324) — the L228 approval (L228)

INTERVIEW, 4 MOVES
  1 clarify  "the builders, the workflows, the scale (L356)"
  2 workflows "the triggers, the actions, the AI steps (L356)"
  3 integrations "the connectors, the OAuth, the scopes (L227)"
  4 gates    "the approvals on the high-risk (L228)"

You now hold the product: the workflows, the integrations, and the gates — with the AI steps and the scoped connectors. The assembly-line kit is buildable — and the checkpoints need the sign-off (L356).

Next: the capstone shape — Multi-Tenant AI SaaS (L357).