Pilots are not enough
Value comes when AI is embedded in a controlled process with a named owner, measured benefit and clear route to live operation.

AI creates value when it is embedded into live processes with the right data, controls, governance and ownership. Capmark helps institutions select the use cases worth funding, build the workflows and take AI and automation into production.
Our experience and impact
3
AI-enabled solutions in production: trade surveillance, AML transaction monitoring and AI/ML alert reduction.
37%
Reduction in AML screening false positives, inside a controlled monitoring process.
AI creates value when it is embedded into the way work is done: process, data, controls, technology and people, changed in the right order and governed for live use.
Capmark helps institutions move from AI experimentation to production. We identify the use cases worth funding, prepare the data and control environment, design the workflow around the technology, and deliver AI and automation into live operations.
The model is only one part of the change. We stay with the work through build, testing, validation, governance and adoption, so AI improves cost, speed, quality and control in a way the institution can evidence and sustain.
What is changing
Value comes when AI is embedded in a controlled process with a named owner, measured benefit and clear route to live operation.
Boards and audit committees now expect evidence of oversight, validation, human control and monitoring for AI systems.
Lineage, quality, access and integration decide what AI can safely touch and which use cases are worth funding.
How we can help
Five capabilities take AI from selected use case to controlled production: strategy, data, governance, production delivery and generative AI.
From pilot to production
Client results
A result from our AI & Automation work: the problem, what we did and the outcome.

Asset & Wealth Management · Financial Crime
The World's Largest Alternative Asset Manager · Financial Crime Transformation
The firm partnered with us to convert regulatory findings on AML control deficiencies into a resilient financial-crime framework: customer risk assessment, screening, enhanced due diligence and AI-assisted alert reduction, remediated to completion under independent scrutiny.
Read the case study
Our AI & Automation insights
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From a one-month gap analysis to a multi-year programme, we engage at the stage that fits.