11 case studies

Manufacturing · Agent Rung · Field test

Tracing a fault across a large manufacturing plant

From a network of more than 100 controllers to a specific mismatch between a fault limit and the counter behind it.

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Energy · Agent Rung · Field test

Looking beyond healthy signals on a drilling rig

A system health check separated healthy operating signals from a duplicated fault reference in the control program.

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Infrastructure services · Agent Rung · Field test

Following a hydraulic fault beyond the control code

A mechanism moved down but would not return. Control evidence helped focus the investigation on likely hydraulic causes.

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Food & beverage · Icebreaker · Pilot

A virtual supervisor for more consistent production

A two-month manufacturing pilot reportedly reduced per-batch error margins from ±5 kg to ±1 kg by connecting process controls with operational expertise.

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Engineering services · AI strategy & adoption

From AI opportunities to an implementation roadmap

Interviews, focus groups and pilot prioritisation translated organisational AI ambitions into requirements, implementation plans and board decision materials.

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Service research · SurveyLM · Published study

Comparing human and synthetic service responses

Five empirical service studies provide a benchmark for exploring where synthetic agents reproduce human responses and where they diverge.

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Sport & behaviour · Field experiment + SurveyLM

Understanding spectator no-shows

A field experiment with 13,911 season ticket holders examined reminder incentives, with complementary SurveyLM checks of the treatment messages.

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Behavioural research · Artificial-agent experiments

How new context changes an AI allocation decision

Sequential vignettes reveal how artificial agents revise a fixed $1,000 allocation as information about a recipient unfolds.

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Enterprise · GAIA / Expert Recommender

Finding expertise through connected evidence

Exploring how graph intelligence and AI can help identify relevant expertise beyond titles, directories and keyword matching.

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Sport · Applied data science · R&D

Reading sport as a system

Understanding sporting actions in the wider configuration of play, rather than as isolated events.

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Entertainment · Applied data science · R&D

Finding the shape of a creative partnership

Exploring how morphological analysis and systems thinking can recommend collaborations between artists, entertainers, brands and fashion.

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