Development / 05
Automation & AI

Manual processes converted into systems that run themselves.

Darkstar engineers automation and AI systems that remove friction from the operation — workflows that run in the background, agents that handle the repetitive decisions.

What we build

AI that works inside your operation.

01

AI agents

Purpose-built AI systems that read, classify, respond and route — handling repetitive decisions so people don't have to.

02

Workflow automation

Manual, multi-step processes converted into automated flows — triggered by events, scheduled, or on-demand.

03

LLM integration

Claude, GPT and open-source models integrated into your systems — for classification, drafting, summarisation and analysis.

04

RAG systems

Retrieval-Augmented Generation systems that give AI access to your internal knowledge — documents, databases, wikis.

05

Integration orchestration

n8n, Make and custom orchestrators connecting your existing tools into automated pipelines.

06

Monitoring & alerting

Automated monitoring that watches system health, flags anomalies and notifies the right people — without polling a dashboard.

Technology
Claude APILangChainLlamaIndexn8nMakePythonFastAPIVector DBsEmbeddingsWebhooksCronPostgres
The approach

Map the friction first.

Automation built without deeply understanding the process it replaces creates fragile systems that break at the edges. Darkstar maps the manual process before touching a line of code — identifying where AI genuinely helps and where it would create more problems than it solves.

Ready to automate the operation.

Describe the system, the bottleneck, or the ambition. We will tell you — precisely — how we would build it.