category research

6 articles

Riso harbour map of AI agent access management vendors and the sources shaping their shortlist
AI Search6 min read

The State of AI Agent Access Management in 2026

A 55-question study of AI agent access management, with a nine-brand leaderboard and the sources ChatGPT, Gemini and Google use.

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Architectural sketches flowing into four distinct AI rendering workflows
AI Search4 min read

Buyer's Guide to AI Rendering Platforms for Architecture and Design Practices

A measured guide to browser canvases, BIM plugins, real-time engines and general image generators, based on 395 completed AI answers.

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Illustrated field guide to reinforcement learning frameworks and managed fine-tuning platforms in 2026
AI Search4 min read

The State of Reinforcement Learning Tooling in 2026

Ray RLlib and Stable-Baselines3 lead AI recommendations, while managed reinforcement fine-tuning platforms now compete in the same shortlist.

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Illustrated harbour leaderboard for the AI financial modelling tools index 2026
AI Search4 min read

The AI Financial Modelling Tools Index 2026

General assistants take 64.5% of measured brand mentions in AI financial modelling. This index shows where specialist tools rank and which sources shape the shortlist.

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Leaderboard of the brands AI engines name most for UK invoice finance, credit control and cashflow in 2026
AI Search7 min read

Who AI Engines Actually Recommend for UK Invoice Finance and Cashflow in 2026

Ask an AI engine about UK invoice finance, credit control or cashflow, and gov.uk and the British Business Bank get retrieved before any vendor does. A handful of comparison sites then decide which of 22 tracked brands actually makes the shortlist, and the single most-named name in the category is an accounting platform, not a lender.

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Leaderboard of the brands AI engines name most for enterprise AI search and AI agents in 2026
AI Search8 min read

Who AI Engines Actually Recommend for Enterprise AI Search and Agents in 2026

Across 402 AI answers, the two most-named brands in enterprise AI search and AI agents sit near the bottom of the sentiment table, while small specialists score highest. Across the 55 questions we track, 24 brands buy ChatGPT ads in this category and not one of them is a brand that leads the organic answers.

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