Workflow & infrastructure automation
We provision, orchestrate, and maintain the systems your operations run on. Manual, error-prone processes become reliable, observable, version-controlled infrastructure.
Special Circumstances builds the automation infrastructure behind data-driven teams — the pipelines, systems, and agents that turn raw data into decisions without the manual overhead.
We provision, orchestrate, and maintain the systems your operations run on. Manual, error-prone processes become reliable, observable, version-controlled infrastructure.
Ingestion through to delivery: pipelines that collect, clean, and route data — and reports that rebuild themselves the moment the underlying numbers change.
We turn historical data into models you can act on: trend detection, projections, and the analysis that tells you what is likely to happen next.
Autonomous agents that carry out multi-step work — reasoning over your tools and data to complete tasks end to end, not just trigger them.
We embed with your team, map the work as it actually happens, and automate the parts that should not need a person. Every system we ship is documented, monitored, and handed over — no black boxes, no lock-in.
Engagements start small and deliberately: one pipeline, one workflow, one forecast. We prove it in production before we scale it.