Service delivery
Assisted casework and eligibility processes with documented reasoning for every outcome.
Industry
Public & social sector
Government, education, and non-profits — scale of impact, constraint of legitimacy.
Where we start
Public bodies operate with a legitimacy constraint that private organisations do not: an automated decision must be explainable to the person affected, and to the body that oversees the decision-maker.
That constraint is not an obstacle to progress. Institutions that design for explainability first tend to deploy more confidently, because the political and legal risk is managed up front rather than discovered in a headline.
We work on service delivery, casework, education, and workforce questions, always with the citizen-facing consequence in view.
Typical results
- -24%
- average case handling time with maintained appeal rates
- 100%
- of automated outcomes explainable to the citizen
- 0
- deployments without a named accountable official
Illustrative client outcomes, representative of engagements in this sector.
Talk to this practiceHow we help
Education and skills
Learning analytics and workforce programmes that target the real skills gap.
Procurement
Structuring AI procurement so that evidence, audit rights, and exit terms are contractual from the start.
Public finance
Budget and demand modelling under uncertainty, with transparent assumptions.
Evidence
What this looks like in practice
- -24%
- average case handling time with maintained appeal rates
- 100%
- of automated outcomes explainable to the citizen
- 0
- deployments without a named accountable official
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Next step
Bring us your public & social sector problem
A ninety-minute working session is usually enough to agree the baseline, the owner, and the first evidence gate.