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How portfolio-wide analysis is making evidence-based top-down and hybrid valuation a realistic alternative to comparable licenses and selected samples, and what that shift means for both sides.
When both parties generate competing portfolio analyses at scale, disagreement shifts from selected patents to assumptions, methodology, and the reliability of the evidence itself.
Analyses increasingly inform licensing and litigation preparation. Their evidence, assumptions, and human review must be transparent enough to hold up in negotiations and before courts.
A closing view on whether evidence-led hybrid valuation becomes the standard, what the industry needs to get there, and what the next real advantage in SEP licensing will be built on.
Comprehensive portfolio valuation has historically been constrained by the cost and scale of assessing essentiality, validity, and technical relevance across a full portfolio. AI changes that practical constraint.
Once both sides can examine much larger parts of a portfolio, negotiations no longer need to rely primarily on a small proof list, limited sampling, or comparable licenses whose underlying portfolio strength is difficult to test.
The question this raises is not whether AI helps; it is whether portfolio-wide evidence shifts SEP valuation from a comparables-led model towards evidence-based top-down and hybrid approaches.
our Hosts
Patent Litigation & AI-Assisted SEP Analysis
SEP Strategy & Licensing: GreyB Analytics
Works across the full patent lifecycle, helping companies turn ideas into assets and patents into strategic leverage. Has partnered with patent attorneys, in-house IP teams, R&D leaders, and innovation champions across industries, translating complex IP questions into clear strategy.
If you’re coming to this conversation from the licensing or litigation side, these reports offer useful grounding on where SEP portfolios stand today, who holds what, where the essential IP actually sits, and how early market signals are shaping the next wave of licensing activity.
Read the report →
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