Automation Architecture & Agentic Pipelines | AIVON Technologies
Event-driven pipelines and agentic AI workflow execution engines
Webhook / API Event
Zod Sanitization
Classification Agent
Idempotent Mutation
Telemetry & Logs
Captures business event from upstream CRM or payment platform.
Architecture Overview
Our automation architecture couples asynchronous event brokers with deterministic schema validation and LLM evaluation layers, eliminating manual data entry while maintaining 100% auditability.
System Layers & Separation of Concerns
Event Broker & Webhooks
Receives raw business events from CRMs, ERPs, forms, and third-party webhooks.
Rule Engine & LLM Router
Evaluates business logic, checks confidence thresholds, and routes dynamic payloads.
Transactional Dispatcher
Executes atomic updates across multiple downstream services with automatic retries.
Implementation Approach
- Every task is designed to be idempotent to prevent duplicate actions on network retries.
- Implement dead-letter queues (DLQ) for failed jobs with automated alerts for engineering review.
- Maintain immutable audit logs of every payload, AI prompt, and downstream response.
Resilient Autonomous Workflows
Automation should never create new headaches. We build self-healing, deterministic automation architectures that scale your operations without increasing risk.
Recommended Stack
Scalability Standards
- Distributed Redis queues process millions of daily webhook events with zero thread contention.
- Auto-scaling background worker containers scale down to zero when idle.
Security Benchmarks
- Verify cryptographic webhook signatures (HMAC-SHA256) on every incoming event.
- Sensitive credentials never logged in execution telemetry.
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