Evidence, not AI promises.
Better Outcomes is designed to demonstrate measurable improvements in customer assurance, operational coverage and quality processes.
Human / AI evaluation agreement
Evaluation accuracy
Every AI evaluation can be reviewed by a trained human reviewer who confirms, rejects or overrides it with a recorded rationale. Across completed reviews in live deployments since August 2025, reviewers agreed with the AI-generated evaluation 99.3% of the time.
Methodology. * AI evaluation accuracy (99.3%) is the percentage of completed human reviews in which the reviewer agreed with the AI-generated evaluation, measured across live deployments since August 2025. Reviewers could see the AI assessment when making their decision.
Interactions analysed
Interaction coverage
Manual QA typically reviews a small sample of interactions. Better Outcomes assesses every connected interaction it receives, in the context of the CRM and journey evidence around it, so organisations move from a sample to substantially broader coverage of what customers actually experience.
Methodology. Coverage depends on which channels and systems are connected in each deployment; Better Outcomes assesses the interactions and evidence it is given access to.
Reduction in manual QA effort
Operational efficiency
With AI evaluations and evidence prepared in advance, reviewers spend their time on confirmation, exceptions and coaching rather than listening to whole interactions. The reduction is measured as reviewer hours per 1,000 interactions, before and after deployment.
Methodology. Reduction in manual QA effort based on reviewer hours per 1,000 interactions, measured before and after deployment at Money Wellness and LuvCars.
Customer results
Customer case studies are being prepared with the organisations we work with. Each will set out the challenge, the deployment, the interactions analysed, evaluation accuracy, QA hours saved and the customer outcome improvement observed.
Working with organisations focused on better customer outcomes
- LuvCars
- Money Wellness
- Think Money Limited
- Ocean Finance
See what Better Outcomes could identify across your customer journeys.
Bring one representative customer journey and we'll show how Better Outcomes could assess it across interactions, CRM evidence and customer outcomes. No customer data is required for the first session.