ROLE DOSSIER / MODEL × ORCHESTRATE × GOVERN

AI automation builder membership stack.

See plan cost, the Lean route, and the human gate for every stage.

Research checked2026-07-3064 official sources monitoredAll role stacks

PURCHASE SIZE / ROLE TEAM

1 operator

Per-member plans scale with the team; account, site, usage, and one-time plans stay fixed until checkout.

MODEL × ORCHESTRATE × GOVERN

AI automation builder

Turn agent demos into inspectable operations.

Automation builders map the business process, implement deterministic steps, add AI at judgment points, and require approval for irreversible actions.

Recommended stack$71.24/ month · 1 person
Lean route$32/ month · 1 person
Annual difference$470.88/ year

MEMBERSHIP ROUTE / 5

Recommended memberships

USD · list price
01
ZapierPrimary automation runtime + MCP bridge
ProfessionalPer account · Starting price, billed annually; task limits apply$19.99/mo
02
AirtableOperational system of record
Team1 seat · Per member · Per paid editor/month, billed annually; read-only collaborators are not billed$20/mo
03
ChatGPTModel, prompt, and policy prototyping
Plus1 seat · Per member · Billed monthly$20/mo
04
SlackApproval queue + exception escalation
Pro1 seat · Per member · Per active user, billed yearly$7.25/mo
05
GitHubVersioned schemas, tests, and runbooks
Team1 seat · Per member · Per user, billed monthly$4/mo

PLAN DELTA / PROFESSIONAL → LEAN

What changes in Lean.

5 membership changes · $39.24/mo less
Professional and Lean membership comparison for AI automation builder
ToolProfessionalDecisionLeanMonthly delta
ZapierProfessional$19.99/moRemoveNot includedSave $19.99
AirtableTeam$20/moChange planFree$0/moSave $20
ChatGPTPlus$20/moKeep planPlus$20/moNo change
SlackPro$7.25/moChange planFree$0/moSave $7.25
GitHubTeam$4/moChange planFree$0/moSave $4
MakeNot includedAddCore · 10K credits$12/moAdd $12
Costs use the same official plan snapshots and 1-operator billing model as the totals above. Open any plan name to inspect the vendor source before purchase.

FRONTIER WORKFLOW / HUMAN IN LOOP

The work, step by step.

4 controlled stages
01 / CONTRACT

Write the state machine before drawing the workflow.

Trigger, canonical fields, owner, allowed transitions, retry policy, audit events, and stop conditions.

Human gate

Approve the source of truth, data classification, permissions, and irreversible actions.

02 / ORCHESTRATE

Build the deterministic spine before adding an agent.

Versioned test fixtures, idempotent writes, structured errors, retry boundaries, and a replayable happy path.

Human gate

Run destructive and duplicate-event tests against a sandbox before any production credentials are connected.

03 / REASON

Use AI only for ambiguous, unstructured decisions.

A schema-bounded classification or draft, evidence links, confidence metadata, cost ceiling, and deterministic fallback.

Human gate

Validate the evaluation set, tool permissions, failure thresholds, and every claim that leaves the organization.

04 / OPERATE

Pause high-risk actions and make exceptions visible.

Approval request, exact proposed change, reviewer identity, decision log, alert, rollback runbook, and weekly quality sample.

Human gate

A named process owner approves sends, writes, deletions, money movement, access changes, and production release.

RESEARCH SIGNALS / OFFICIAL SOURCES

What is changing now.

4 monitored sources
Recommendations are editorial decision support based on official product and pricing sources checked 2026-07-30. AI-assisted work remains subject to human verification, rights review, and professional judgment.