Operations & back office
Agentic Workflow Orchestrator
Multi-agent automation with programmatic guardrails
Multi-agent orchestration pipelines that automate workflows, gather data safely and route information between systems that were never designed to talk to each other.
This example comes from the technical delivery experience behind AussieSync. It does not necessarily represent a project contracted directly through AussieSync.
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01 Problem
High operational overhead due to manual data aggregation and workflow management across disparate APIs.
- Staff re-keyed the same records between tools that held no shared identifier.
- Reporting meant assembling exports by hand, so numbers were stale before they were read.
- Each new integration was bespoke, and every upstream API change broke it quietly.
- Off-the-shelf AI tooling was rejected: nothing could be allowed to act unsupervised.
02 The solution
Architected multi-agent orchestration pipelines to automate workflows, scrape data safely, and route information.
- Work is decomposed across specialised agents, each with a narrow, auditable remit.
- A stateful graph drives execution, so every run is inspectable and resumable.
- Retrieval is grounded in a vector store, so answers cite retrieved context, not recall.
- Guardrails bound what agents may call; anything outside the schema is refused, not guessed.
- Collection respects rate limits and robots directives by construction.
03 Technical approach
Every choice earns its place.
- PythonOrchestration layer and the data-processing pipelines.
- FastAPITyped service boundary between agents and internal systems.
- LangGraphStateful agent graphs: durable, resumable, inspectable runs.
- Vector databasesSemantic retrieval that grounds every generated answer.
- n8nConnects the pipeline to the tools a business already runs on.
04 Outcome
Drastically reduced manual processing time while maintaining strict programmatic guardrails.
- Hours → minutesfor routine aggregation and reporting
- Every runtraced end to end and replayable
- Boundedagent authority, with no unsupervised side effects