Validation & evidence

Local simulations across three independent datasets.

CELT-UV V1 is functional and locally calibrated. Results below are from local simulation, not production deployment — more data is needed to raise accuracy further.

Dataset reference: Kaggle · IBM Dataset

Enterprise transaction data

Precision96.5%

Recall97.2%

False Positive Rate0.8%

Latency24 ms

n = 10,000 transactions

Dataset reference: Kaggle · Synthetic Dataset

High-concurrency fraud simulation

Precision93.0%

Recall95.0%

False Positive Rate0.94%

Latency30 ms

n = 14,000 transactions

Dataset reference: IIT-Hyderabad Hackathon

Independent hackathon dataset

Accuracy92.0%

Recall90.0%

False Positive Rate0.91%

Latency30 ms

n = 9,082 transactions

Controlled-simulation notice: Results shown are from controlled simulations and evaluation datasets. Production performance may vary according to integration, traffic profile, data quality and operating environment.