Freshfields: production GenAI in a Magic Circle law firm

Freshfields is a Magic Circle law firm. Reputation is the business. Any technology that introduces inaccuracy, hallucination or reputational risk faces fierce institutional resistance.

The firm had invested in GenAI for legal research, document review and knowledge management. The technology worked. The adoption did not: after months of rollout, only 40% of eligible partners and associates were using the tools. The resistance was not irrational. Partners feared AI-generated content would compromise the quality their names stand behind.

I stopped selling the technology and started fixing the workflow. Tech demos were replaced with safe sandboxes where lawyers could test the tools against matters they knew, and task-based training built around their actual work: contract analysis, due diligence and regulatory review, rather than generic AI literacy.

Governance was rebuilt so that human review was explicit in every AI-assisted output. The message shifted from "trust the AI" to "the AI drafts, you decide". Scepticism became the control mechanism instead of the blocker.

Adoption reached 80% within six weeks, with a measured 30% efficiency gain on AI-assisted tasks. Freshfields became the first Magic Circle firm with GenAI in production. The programme spanned 2,500+ legal professionals across 28 global offices, with platform evaluation across Palantir AIP, Microsoft Copilot, Thomson Reuters CoCounsel, Google Gemini, Harvey and Claude for Enterprise.