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Research

Notes, models and checklists.

Longer, more rigorous pieces. Each states its method and links its sources, so you can check our work.

Research6 min

A data privacy checklist for using LLMs with business data

Practical questions to answer before sending company or customer data to a language model, covering providers, retention, access control and logging.

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Research5 min

The cost of manual work: a simple model you can reuse

A transparent formula for estimating what a repetitive task really costs a team per year and how quickly an automation pays for itself.

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Research6 min

Evaluating business LLM applications: a practical checklist

How to measure whether an AI assistant is actually working: building a test set, choosing metrics and catching regressions before users do.

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Tools

Put the numbers to work.

Automation ROI calculator

Estimate annual cost and payback for a repetitive task.

Automation readiness check

Six questions to see how ready a process is to automate.

Have something that should run itself?

Tell us what is slowing your team down. We will come back within one working day with an honest view on whether it is worth building and what it would take.

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