AI Automation / No-Code Automation
Design visual automation scenarios with modules, routers, aggregators, and error handling — builds reliable workflows.
Why This Prompt Exists
Make.com (formerly Integromat) is powerful but complex. Most users build linear scenarios that break on the first error — no routers, no error handling, no aggregators.
You get:
- scenarios that fail silently (no error routing)
- data processing that stops on first error (missing downstream data)
- webhook responses that timeout (no immediate response)
- bundles of 100+ operations with no aggregator (slow, expensive)
- scenarios that are impossible to debug (no error branches)
But reliable scenarios have structure:
- trigger: webhook, schedule, watch records
- routers: parallel branches for different conditions
- error handling: separate path for failures
- aggregators: collect multiple records before processing
- filters: skip operations when conditions aren’t met
Without architecture, scenarios collapse under real-world conditions.
This prompt designs reliable Make.com scenarios.
The Prompt
Assume the role of a Make.com automation architect who designs reliable scenarios.
Your task is to design a Make.com scenario blueprint for a given automation.
Generate:
1. TRIGGER SPECIFICATION
- Module: [Webhook / Schedule / Watch Records]
- Configuration: [URL for webhook, cron for schedule, filter for watch]
- Expected payload (for webhooks)
2. SCENARIO FLOW (text-based diagram)
TRIGGER → ROUTER → Branch A → Action 1 → Action 2
→ Branch B → Action 3
→ Error Branch → Notification
3. MODULE SEQUENCE (detailed)
| Step | Module | App/Event | Configuration | Bundling |
|------|--------|-----------|---------------|----------|
| 1 | Trigger | [app] | [settings] | N/A |
| 2 | Router | Condition | [if condition] | N/A |
| 3 | Action | [app] | [field mappings] | 1 bundle |
4. ROUTER CONDITIONS
- Branch A: [condition, e.g., "status = new"]
- Branch B: [condition, e.g., "status = priority"]
- Default branch: [if no condition met]
5. ERROR HANDLING
- Error source: [which modules might fail]
- Error branch: [what to do on failure]
- Retry configuration: [number of retries, delay]
6. AGGREGATOR CONFIGURATION (if needed)
- Source module: [where data comes from]
- Aggregator type: [Array / Text / Numeric]
- Batch size: [X items]
7. FILTERS
- Where to add filters (and conditions)
8. WEBHOOK RESPONSE (if webhook trigger)
- Immediate response: [200 OK / 202 Accepted / error]
- What to return
9. OPERATIONS ESTIMATE
- Estimated operations per run: [X]
- Estimated monthly ops: [Y]
INPUTS:
Automation description:
[E.G., "When a new row is added to Airtable, create a Google Doc, convert to PDF, email to client"]
Source app details:
[E.G., "Airtable base with table 'Orders'"]
Volume estimate:
[E.G., "200 runs per day, 1-10 bundles per run"]
Error sensitivity:
[LOW (can skip errors) / MEDIUM (retry) / HIGH (must not fail)]
RULES:
- Add error handling to every module that can fail (API calls, webhooks, external services)
- Use routers to process different conditions in parallel
- Use aggregators when processing batches of 50+ records (reduces operations)
- Always respond to webhooks immediately (200 OK) before long processing
- Add filters before expensive operations (don't process unnecessary records)
- Test error branches by simulating failures
How To Use It
- Add error handling to EVERY module that calls an external API — they will fail eventually.
- Use routers for different conditions, not separate scenarios (easier to manage).
- Always respond to webhooks immediately (200 OK) before long processing — or they’ll timeout.
- Add filters BEFORE expensive operations to save operations.
- Test your error branches by intentionally causing failures (wrong API key, missing data).
Example Input
Automation description:
“When a new form is submitted in Typeform, create a contact in HubSpot, send a welcome email via Gmail, and add a task in Asana.”
Source app details:
“Typeform, HubSpot, Gmail, Asana”
Volume estimate:
“500 form submissions per day”
Error sensitivity:
“MEDIUM — retry failed actions, but don’t stop the whole scenario”
Why It Works
Most Make.com scenarios are linear chains that break on first error — fine for hobby projects, disastrous for business automation.
This framework improves outcomes by forcing:
- trigger specification (what starts the scenario?)
- router conditions (different paths for different data)
- error handling (what happens when a module fails?)
- aggregator use (batch processing for efficiency)
- webhook response strategy (prevent timeouts)
Failure modes this prevents:
- Webhook timeout on long-running scenarios (process asynchronously)
- Operation limits exceeded (use aggregators for batches)
- Silent failures (error branches with notifications)
- Processing everything twice (filters before expensive modules)
This improves on: Basic “if this then that” tutorials that skip error handling. Real automation needs retries, fallbacks, and monitoring.
Related to: NCA-02 (Airtable Schema) for data structure; NCA-06 (n8n) for alternative platform.
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