Professional servicesManaging Partner, HR consultancyScenario challenge
The AI-Native HR Consultancy
A 25-person firm rebuilt around agents now competes with firms five times its size.
Case library
Explore real AI adoption stories. Read the workflow or step into an interactive challenge with Kuni.
Case compass
You are at the centre
Explore eight directions of practical AI capability. Each direction contains eight decision cases — choose the one closest to your work.
Industry
Persona
Financial servicesHead of Market SurveillanceScenario challenge
Analyst Augmentation at a Stock Exchange
Surveillance that read every filing by hand now reads everything — and escalates only what matters.
Retail / FMCGMarketing ManagerScenario challenge
A Marketing Manager's AI-Augmented Quarter
One manager, a small team and a set of agents delivered a quarter that used to need an agency.
ManufacturingChief Operating OfficerScenario challenge
A COO's Path to Predictive Operations
Maintenance knowledge that lived in retiring heads now works the night shift too.
Public sectorDepartment DirectorScenario challenge
Casework with an AI Colleague
A backlog that hiring freezes made untouchable fell by half — inside EU data rules.
HealthcareOperations DirectorScenario challenge
Running a Clinic Chain with an AI Front Desk
Eight clinics cut no-shows by a third without adding a single receptionist.
Cross-industry teaching compositeHead of OperationsScenario challenge
The Policy-answer Bottleneck
A policy assistant must be useful without giving an untraceable answer.
Industrial servicesChief Information OfficerScenario challenge
The Hardware Asset Reality Check
A company must separate reusable foundations from the new capacity needed for a shared AI knowledge service.
Public servicesDigital Service DirectorScenario challenge
The Public-Cloud Pilot That Might Become a Service
An approved Azure or AWS tenant can speed a pilot, but the team must decide whether its data route, cost shape and operating model fit production.
Professional servicesChief Technology OfficerScenario challenge
The AI PC Is Not Yet a Production Platform
A DGX Spark-class AI workstation may be valuable for local evaluation, but its role must be chosen before it becomes a shared business dependency.
Manufacturing and distributionChief Operating OfficerScenario challenge
The Supplier Risk That Must Change a Customer Decision
A company moves from scattered risk dashboards to one governed loop linking suppliers, products, contracts, customers and accountable action.
Commercial insuranceChief Claims OfficerScenario challenge
The Claims Assistant That Did Not Need a Swarm
A leadership team replaces an impressive but untestable multi-agent proposal with a staged architecture that earns complexity from evidence.