The Self-Learning
ML Factory
An adaptive machine learning platform that detects what's novel and predicts what's next — across any structured data, without rules or manual tuning.
Why Traditional Approaches Fail
Across industries, static detection systems share the same failure modes.
Rules and thresholds don't scale
Hand-written logic breaks the moment your environment shifts. What worked last quarter is already stale.
Data changes faster than teams can adapt
New patterns, new protocols, new adversaries. Static systems fall behind on day one.
Novelty goes unrecognized
Traditional systems only catch what they've been told to look for. Truly new phenomena slip through entirely.
Prediction is an afterthought
Most systems react after the fact. By the time you see it, the damage is done.
Introducing Bayence
An ML Factory That Learns Your Data
Bayence unifies model ensemble outputs through one statistical foundation, allowing the system to fine-tune itself with expert precision.
Self-Learning Ensembles
Multiple specialized model architectures — reconstruction, generative, sequence-aware — each learning different aspects of normal behavior.
Intelligent Fusion
Our fusion layer correlates outputs across models using evidence-based scoring. Not just that something is anomalous, but why.
Novelty Detection & Prediction
Two modes, one platform. Identify what's never been seen before and forecast what's likely to happen next.
Any Structured Data, Zero Config
Network flows, transactions, IoT telemetry, time-series metrics — if it's tabular, Bayence learns it. No rules to write, no PhD required.
4+
Specialized model architectures working in ensemble
2
Core capabilities — novelty detection & prediction
Zero
Manual rules required to get started
Detection Across Domains
Same platform, purpose-built for your data.
Network Security
Threat and anomaly detection
Financial Services
Transaction monitoring
IoT & OT
Sensor and telemetry analysis
Infrastructure
System and service monitoring
Shape What Comes Next
We're working with select design partners to validate Bayence across new domains. If you have structured data and need to spot the novel or predict the future, let's talk.
Become a Design Partner