Experts Debate AI Use in Settlement Fails
Industry leaders at the Optic 2026 conference explored the role of AI in resolving complex financial settlement issues.
Updated on Oct. 21, 2026 in Artificial Intelligence

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Five industry experts debated the potential for artificial intelligence to manage settlement fails at the Optic 2026 conference. The panel concluded that AI can effectively handle these tasks when operating within established human-defined governance limits.
Why it matters
The discussion highlighted the tension between operational efficiency and commercial risk management. Proponents argue that AI agents can simply digitize existing rule-based workflows, while critics emphasize the need for human oversight to maintain professional training and accountability.
AI agents utilize defined rule books to investigate common settlement failure triggers, such as collateral shortfalls, liquidity shortages, and counterparty disputes. Human operators remain responsible for final judgments on actions involving significant capital risk.
The players
Peter Tomlinson
He is an expert from AFME who served as the moderator for the debate regarding AI in settlement fail management.
Kerril Burke
He participated as a speaker advocating for the use of artificial intelligence to manage financial settlement fails.
Niamh Kingsley
She served as a proposition speaker arguing for the integration of AI agents within the settlement industry.
Rebecca Healey
She acted as an opposition speaker highlighting the risks of removing human governance from financial processes.
Thomas Daniels
He participated as an opposition speaker concerned with maintaining training standards for junior professionals.
The details
AI agents identify and investigate settlement fails following established rule books, while human operators provide final judgment on decisions involving financial risk. This approach mirrors existing manual operations while incorporating automated speed to address inefficiencies in the settlement process.
Timeline
The Optic 2026 conference was held in October 2026.
The Tech Race
The potential adoption of Know-Your-Agent (KYA) protocols marks a significant evolution in financial technology governance. This development follows the historical trajectory of the Know-Your-Customer (KYC) compliance standard, signaling a shift toward formalizing oversight for autonomous digital entities.
For financial professionals, these developments suggest a future where AI handles repetitive investigative tasks, allowing humans to focus on complex decision-making. This shift may alter daily workflows by centralizing responsibility for financial risk and capital decisions within human-led oversight teams.
The takeaway
Financial firms should prepare for a transition where AI takes over routine settlement investigation while human judgment remains a critical fail-safe. Implementing clear governance and internal rule books is essential for firms looking to integrate AI without sacrificing compliance or professional development.
Further reading
For additional context on how advanced technologies are reshaping financial operations, visit the Artificial Intelligence section.
Source note: This article includes information reported by PostTrade 360°.
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