Capability management
Keep versions, changes, dependencies and department usage under control.
Fresh Kiwi · AI consultancy
Manage AI as part of normal operations.
Fresh Kiwi supports organisations after go-live with monitoring, optimisation, access management and periodic value reviews.
Capabilities
Ongoing management
Workflow monitoring
Track failures, anomalies, latency and exceptions.
Model/provider management
Change models when quality, price, privacy or performance changes.
Security updates
Keep safeguards and access models current.
Usage & cost monitoring
Make consumption, cost and value visible per capability.
Quarterly value reviews
Compare expected ROI with realised value and prioritise the next opportunities.
Capabilities
Fits your environment
Microsoft Entra ID
SSO and role-based access based on existing identity.
Microsoft Teams
Expose capabilities in the channel employees already use.
Web applications
Purpose-built interfaces for specific tasks rather than generic chat.
Customer portals
Embed capabilities in existing customer portals.
APIs
Backend-first integration with existing systems and processes.
Voice interfaces
Use voice as an additional channel for suitable workflows and assistants.