Automation & AI Workflows
Idempotent edge-function pipelines for webhooks, email, reports and AI-assisted classification — verified, logged, repeatable.
Problem
Manual hand-offs between systems are the most common source of errors: duplicate records, forgotten reminders, dropped webhooks. A clean automation layer eliminates this entire class of bugs.
Architecture
Stack
Example flow
- 01Trigger arrives → verify signature & idempotency key
- 02Validated payload → atomic Postgres insert
- 03Optional AI classification with structured output
- 04Follow-up actions: email, push, realtime update, scheduled job
- 05Structured log entry for observability & retry audit
Deliverables
- Idempotent webhook handlers with HMAC verification
- Cron-based reminders, reports, cleanups
- AI classification with structured schemas (not free text)
- Retry strategy & dead-letter handling
- Structured logs for debugging & compliance
Related case study
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