Insights

Thinking on intelligent
operations

Research, perspective, and practical frameworks from our work designing and implementing AI systems.

Workflow SystemsApril 2025

The problem with automating before you understand the process

Most automation projects start with tooling decisions. They should start with operational mapping. Automating a broken workflow doesn't fix it — it just makes it break faster and at higher volume.

5 min readRead

Document ProcessingMarch 2025

OCR in financial services: what works and what breaks in production

OCR is reliable when the document structure is consistent. In practice, fact finds, valuation reports, and client letters vary widely. Here's how we structure extraction pipelines that handle real-world document variance.

7 min readRead

Logistics SystemsFebruary 2025

Route optimisation: the gap between theoretical models and real fleet operations

Academic routing algorithms assume uniform vehicles, predictable traffic, and rational constraints. Real HGV operations have none of those. Here's what actually needs to be modelled.

6 min readRead

Trading SystemsJanuary 2025

Why quant trading infrastructure breaks at scale — and how to design around it

Signal generation is the interesting part. Data pipeline reliability is the part that determines whether your system runs at 9am Monday morning. Most quant setups ignore this until it's a crisis.

8 min readRead

Systems EngineeringDecember 2024

Implementation discipline: why most AI projects fail between proof of concept and production

A working prototype in a controlled environment is not evidence that a system will survive real operational conditions. Here's what the transition from demo to deployment actually requires.

6 min readRead

Operational IntelligenceNovember 2024

Operational dashboards that people actually use — and why most don't get used

The most common dashboard failure is optimising for completeness over clarity. Operations teams need to make decisions fast. A dashboard that shows everything helps nobody.

5 min readRead

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