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CanadaFinance and insurance2015 – ongoing

Intact Financial

AI models for pricing, risk selection and underwriting

Intact built about 600 in-house AI models and says they now bring over C$200 million a year

WorkingCompany's own claim

Problem

The Toronto-based property and casualty insurer competes on how precisely it prices risk. Pricing, risk selection and commercial underwriting depend on large volumes of data and on underwriters filling in quote information by hand.

Approach

Over about a decade Intact built an in-house team of more than 600 data scientists, actuaries and engineers and deployed close to 600 AI and machine learning models, mainly for pricing and risk selection. Machine learning now supports more than 90% of its Canadian personal lines pricing and 60% of commercial lines pricing. It later added a generative AI tool, Underwriting Advisor, in Canadian commercial and specialty lines.

Results

C$200M+recurring annual benefits management attributes to AI modelsCompany's own claim[1]
~600AI and machine learning models in useCompany's own claim[1]
+24%quote processing after the generative AI Underwriting Advisor toolCompany's own claim[1]

Takeaway

An in-house team built many predictive models for core pricing over years, accounting for most of the value. Management's estimated recurring benefit rose from more than C$150 million in late 2025 to more than C$200 million in the 2025 annual report, without a disclosed calculation method.

Categories

Innovation type
Process innovation
Evidence
Company's own claim

Sources

Source summaries

[1]Coverager2026

Coverager reports, citing Intact's 2025 annual report, that more than 600 specialists supported close to 600 AI and machine learning models, with recurring annual benefits over $200 million. Machine learning supported more than 90% of Canadian personal lines pricing and 60% of commercial lines pricing. It adds that the generative AI tool Underwriting Advisor raised quote processing by 24% and pre-filled 56% of underwriting data fields.

[2]The Logic6 Nov 2025

The Canadian business outlet reports from Intact's third-quarter 2025 earnings call. CEO Charles Brindamour said AI used in pricing and risk analysis was tied to roughly $150 million a year, and that an in-house AI underwriting tool let one specialty line covering unusual real estate investments quote about 20% more. New models had also been rolled out in personal property and commercial fleet insurance.

Full details are in the original sources.

Added 25 Oct 2026 · Updated 25 Oct 2026
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