Case studies
Recent clients are anonymised until they choose to be named. Every number below comes from engagement records, and where a figure was self-reported rather than measured, we either label it or leave it out.
Regulated market intelligence business
A refactor question became a strategic rebuild
The opening ask was to refactor a 500,000-line legacy platform cheaply. Five weeks of two-track discovery and a 12-week proving phase put a working AI prototype in the editorial team's hands. The decision that came out of it was a full strategic rebuild, now underway.
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Cefalo, Norwegian software consultancy, 200+ developers
Measuring, then moving, a 200-developer workforce
Discovery Dialogues interviewed 172 developers to set a baseline, then 191 again eight months later. The 138 paired developers moved up 0.9 levels on our capability model on average, with 80 per cent improving.
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Shorter engagements
Limio, subscription-commerce SaaS
A two-week engineering assessment
The team first brought us in to support their internal AI hackathon in mid-2025; the assessment followed. It took two weeks at a fixed price. Fifteen people across engineering, product and solutions sat AI-facilitated interviews, agentic analysis read the codebase, and before anything was delivered a fact-check pass verified more than 500 AI-generated claims against the actual code, correcting or cutting the ones that did not hold up. The team came away with a clear-eyed view of their engineering practice and a three-phase roadmap, each phase gated on the previous one showing value, and has since leaned further into agentic development.
Talk to us about an assessmentThe Economist
AI lead enrichment at production scale, 2024
Built by Luminarium's founding team in 2024, before Luminarium existed: an AI lead enrichment system using search and language models, integrated directly with Salesforce. It enriched 1.2 million leads at roughly 3p per lead against the 30-40p of commercial data providers, a 90 per cent cost reduction, and went from concept to production-ready in four weeks.
Talk to us about production AI
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Written case studies stay anonymised until clients choose to be named. On a call we can go deeper, and where a past client is willing we can arrange a reference conversation.
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