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Finance AI Benchmarks: What They Really Test

Rendered race track with parallel lanes of blocks and robots heading to a finish gantry, illustrating finance AI tools being benchmarked against each other

Finance AI benchmarks are multiplying, but all are built by vendors, two crown the vendor’s own system, and few compare like with like. We review five benchmarks and a guarantee from June to October 2026, and set out what funds should test instead.

Anthropic vs OpenAI for In-House Alpha Tooling

Claude and ChatGPT set against each other, illustrating the choice of model provider underneath a hedge fund in-house alpha tooling

Man Group put Claude at the centre of its investment process. We compare Anthropic and OpenAI for hedge funds building proprietary alpha tooling in-house, rather than buying it from a vendor.

Why AI Vendors Are Stopping Building Their Own Data Layer

A wave of partnerships this fortnight shows AI vendors for funds choosing to plug in trusted data providers like PitchBook, Dow Jones and Moody’s rather than build coverage themselves. Here’s what it means for buyers evaluating these tools.

Buy vs. Build AI Systems – A Vital Decision

Generative AI and AI agents are reshaping investment management. Firms must weigh buying ready-made solutions for speed and cost-efficiency against building custom systems for control and competitive edge. The “buy vs. build” decision hinges on integration, scalability, security, and strategic fit—guiding future AI adoption.