AI DRIFT & DEFENCE Reliability, Long After Launch
Great product launches and deployments can drift without support. Data ages, workflows mature, user patterns change, and regulations evolve.
We offer long-term reliability monitoring. Each quarterly cycle is a light version of the original diagnostic, focused on the factors that keep changing — so the foundations stay aligned as the product's models and interface evolve.From
Discovery
with exec stakeholders
We run personal and agentic interviews with HR, Ops, IT and GRC leaders — for efficiency and consistency.
Mapping
system dependencies
We document the sources, processing and pipelines feeding decisions, recommendations or chat products.
User Experience
research & co-work
We run co-working sessions with real users to learn how AI-enabled features get used and perceived.
Data Quality
quantitative check
We run sample HR master data through a secure check our preferred partner, Talenode for a snapshot of quality.
Fixed scope • 2–4 weeks • From £10,000
The package provde a robust start for any organisations looking to capture foundational issues driving the success of workforce planning, management and intelligence systems.