Fintech / Credit risk2026
Auditing a reinforcement-learning pricing agent for fairness and causal soundness with event-log mining.
- Event logs processed
- 1.4B
- Unjustified price paths found
- 17
View case study Consumer mobile / Privacy2025
On-device next-word prediction trained across millions of keyboards without a single keystroke leaving the phone.
- Participating devices / round
- 180k
- Privacy budget
- ε = 2.1
View case study E-commerce / Retail2026
A shopping assistant that retrieves real catalogue data, defers to human agents, and learns from every handoff.
- Conversations / month
- 310k
- Full automation rate
- 72%
View case study AI platform / Infrastructure2025
An end-to-end benchmark harness for choosing how to align, compile, and serve open-weight models under real cost limits.
- Serving configs benchmarked
- 48
- Throughput gain
- 5.8x
View case study Supply chain / Operations research2025
RL agents that match classical optimal stock policies on fixed lead-times and outperform them when lead-times vary.
- Optimality gap vs Clark-Scarf
- 0.02%
- Lift vs alternatives (varying LT)
- +4.1%
View case study Automotive / Supply chain quality2025
A hybrid deep-learning and classic-ML anomaly detection platform that flags supply-chain irregularities and recommends classification.
- Projected annual savings
- €1.6M+
- Model families combined
- 4
View case study