
Thought Leadership

Thought Leadership
The plaintiff bar has invested heavily in AI-driven negotiation tools, and the financial consequences for property and casualty carriers are now measurable.
In this article published by Carrier Management, John Burge of SigmaSight.AI and Taylor Smith of Suite 200 Solutions build a clear financial model to quantify what is at stake, and what disciplined defense negotiation can recover.
For a representative $10 billion P/C carrier writing a 60/40 commercial-to-personal split, liability indemnity represents approximately $3.42 billion in annual spend. Plaintiff-side AI tools such as EvenUp Law claim to increase settlement values by 30% and policy limit demands by 70%. Even applying a conservative 10% increase, that translates to an additional $342 million in annual indemnity cost for a single carrier, pushing the combined ratio from 110 to roughly 117 percent.
The same math works in the defense favor. A 6 to 8 loss ratio point improvement, achieved through disciplined negotiation, earlier first offers, written evidence-based advocacy, and AI-assisted offer packages, would generate $285 to $380 million in annual savings on that same liability base. That is the difference between a structurally unprofitable book and one that earns its cost of capital.
For too long, claims and litigation management has been measured on efficiency metrics such as cycle time and closure rates, rather than on financial value creation. The authors argue that this framing is outdated. The liability indemnity line is the single largest variable cost a carrier bears, larger than the entire underwriting expense base and larger than total loss adjustment expenses combined. The people who control it should be treated as strategists, not operators.
SigmaSight.AI was built around this exact thesis: defense teams need the infrastructure to support written, anchored, evidence-based negotiation at scale. Analyzer, Synthesizer, and Negotiator each address a different layer of the problem, from case intelligence to offer generation to disciplined posture management.
When one side of the negotiating table systematically improves its ability to extract value, standing still is not a neutral choice.
Read the full article on Carrier Management: The Financial Case for Negotiation: How Indemnity Discipline Can Transform Carrier Economics
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