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AUTOMATION

Event-Driven Ops &
Decisioning

Auto-reprice, auto-reorder, alerting, and workflow orchestration. Scale good decisions with safe, auditable automation.

What We Deliver

Event-Driven Ops

Auto-reprice, auto-reorder, alerting, SLA monitoring. Trigger actions based on business events in real-time.

KEY FEATURES
  • Automated repricing based on competition and demand
  • Smart reorder triggers with safety stock
  • SLA breach alerts with escalation
  • Anomaly detection and auto-remediation
Techniques: Event-driven architecture, message queues, stateful jobs

Workflow Orchestration

Human approvals with SLAs and rollback plans. Combine automation with human oversight for critical decisions.

KEY FEATURES
  • Approval workflows with configurable rules
  • SLA tracking and escalation paths
  • Rollback capabilities for failed automations
  • Audit trail for all automated actions
Techniques: Workflow engines, state machines, approval gates

Quality Gates

Drop bad data, quarantine anomalies, self-healing retries. Ensure data quality before it affects decisions.

KEY FEATURES
  • Automated data quality checks
  • Quarantine suspicious data for review
  • Self-healing retry logic with exponential backoff
  • Dead letter queues for failed messages
Techniques: Data validation, circuit breakers, retry patterns, observability

Automation Approach

We use rules + ML policies with human-in-the-loop approvals for critical decisions. Every automation includes observability, rollback plans, and canary releases.

Start with Rules

Begin with simple business rules before adding ML. Rules are transparent, debuggable, and easy to adjust.

Human-in-the-Loop

Critical decisions require human approval. We design workflows that balance automation speed with human oversight.

Canary Releases

Test automations on a small subset before full rollout. Catch issues early and minimize impact.

Observability First

Every automation is instrumented with logging, metrics, and alerts. Know what's happening and why.

Use Cases

Dynamic Pricing

15-25% margin improvement with guardrails

Automatically adjust prices based on demand, competition, and inventory levels while respecting margin constraints.

Smart Replenishment

40% reduction in stockouts, 20% lower holding costs

Trigger purchase orders when inventory falls below safety stock, considering lead times and demand forecasts.

SLA Monitoring

90%+ SLA compliance with early warning system

Monitor order fulfillment, delivery times, and customer support response. Alert teams before SLA breaches.

Campaign Optimization

30-50% improvement in ROAS

Automatically pause underperforming ads, increase budget for winners, and test new creative variations.

Technologies We Use

Orchestration
Apache Airflow, Temporal, n8n
Message Queues
RabbitMQ, Kafka, Redis Streams
Workflow
Camunda, Prefect, Dagster
Monitoring
Prometheus, Grafana, Datadog
Rules Engine
Drools, Easy Rules, Custom
ML Serving
MLflow, Seldon, TorchServe

Automate Your Operations

Ready to scale good decisions with safe, auditable automation? Let's discuss your operational challenges and design automation that works.

Schedule a demo