Victor holds law degrees from Queen Mary, University of London and Georgetown University, with a background spanning patent law and pharmaceuticals. He has authored 20 peer-reviewed publications in scientific journals including Nature Biotechnology and JAMA, and co-founded ClaimWise, which was acquired by Solve Intelligence. Over the past four years, he has worked closely with patent attorneys across the EU and US on integrating AI into their prosecution and litigation workflows.
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Adopting AI in Patent Work: A Practical Playbook for IP Teams
Solve Intelligence works with over 700+ patent teams as they bring AI into daily practice, and the same pattern shows up again and again: recognising that AI helps is easy, but building consistent, team-wide use is not. Adoption tends to stall for a handful of reasons, from informal early experiments to unclear decision making, and a promising trial can fade out without anyone establishing whether the tool or the rollout was at fault. This playbook lays out the process that gets a team from first experiment to settled habit, with the attorney's judgment in control at every step.
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LAC 2026: What Generic and Biosimilar IP Teams Think About AI
Generic and biosimilar IP teams are already using AI for prosecution history and FTO work. The live debate is not about adoption, but internal framing of quality and coverage extension without reducing headcount. The teams furthest along chose the former.
Key Takeaways:
- Generic and biosimilar IP teams use AI primarily for prosecution history summaries, invalidity analysis and FTO claim charting.
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- General-purpose AI cannot reliably interpret claim scope from prosecution history; patent-specific tools are required.
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