Insights

Data and AI, explained for decision-makers

Practical, vendor-neutral answers to the questions chief information officers, chief data officers, chief operating officers and compliance heads ask most, on governance, regulation, cost and getting value from data and AI.

Ten articles

Start with the questions that shape decisions

Each article opens with a direct answer, then covers the detail, with a figure and a checklist where they help. They are general information; confirm regulatory points with the regulator and counsel. Where an article describes a Canadian regime, comparable expectations exist in other jurisdictions.

AI readiness

AI readiness assessment: a checklist for any industry

Six areas to check, a simple scoring table and what to do with the gaps before you pilot.

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Data strategy

Data strategy for mid-size enterprises: where to start

Five elements of a practical strategy, a four-step sequence and the mistakes to avoid.

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AI governance

AI governance for regulated industries: a practical framework

Four pillars, risk tiers and a control checklist for building oversight into delivery.

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Platform strategy

Build vs. buy: should you build your own AI data platform?

A layer-by-layer way to decide what to buy, what to build and how to limit lock-in.

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Cloud and data platforms

Cloud data platform migration: a practical roadmap

Five stages from assessment to optimization, with a checklist and the common risks.

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Compliance and cost

How much does AI KYC automation cost, and what is the ROI?

The cost drivers of automated customer verification and a method for building a business case.

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Trading

What is transaction cost analysis (TCA), and how does AI improve it?

What TCA measures, how pre- and post-trade analysis connect, and where AI adds value.

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Wealth management

How to reduce advisor time with AI without breaking compliance

Which advisor tasks suit AI support and the controls that keep records and supervision sound.

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Regulation | Canada

What is CIRO compliance, and how can AI help wealth firms meet it?

A Canadian regime: what CIRO oversees and where AI can support compliance while people stay accountable.

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Regulation | Canada

OSFI and AI model risk in Canada: what financial firms should know

A Canadian regime: the themes of model risk management and practical steps for AI and machine learning.

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