From Noise to Signal,
At Scale.
Modern telematics systems are extremely good at generating events. They are far less reliable at determining which ones matter. A single fleet can generate tens of thousands of events per month. Most are false positives, low-severity alerts, or events lacking context. Manifold's Validation Engine exists to solve this problem.
What the Validation Engine Does
Manifold independently reviews every event coming from connected telematics and camera providers. Instead of relying on provider-specific thresholds or sensitivity settings, we apply:
Events that do not meet this standard are filtered out.
What remains is a small, defensible set of verified events that genuinely require human attention.
Why This Matters?
Noise is not just inconvenient. It actively degrades decision-making. When teams are forced to review thousands of low-value events:
- Real patterns are harder to see
- Important incidents blend into background activity
- Trust in the data erodes
By dramatically reducing event volume, the Validation Engine restores clarity. Teams move from reacting to alerts to understanding behavior and risk.
What Changes for Your Team?
With the Validation Engine in place:
- Review volume drops by up to 98%
- Time is spent on confirmed events, not assumptions
- Risk patterns become visible instead of buried
This is the foundation everything else in Manifold is built on.
See what verified data feels like
Discover how Manifold helps insurers and fleets act with clarity and confidence.