Validation Engine

From Noise to Signal,
At Scale.

Modern telematics systems generate lots of events. A single fleet can generate tens of thousands of events per month. Most of these events are false positives or low-severity alerts.

Manifold's Validation Engine exists to solve this problem.

What Does Validation Engine Do?

Validation Engine independently reviews every event coming from your Telematics provider. After reviewing every piece of data, Validation engine applies:

One consistent definition of risk

One standard for severity

One verification process across all providers

The results is a small, defensible set of verified events that genuinely require your team's attention.

The Problem

Many detections from Telematics services are inaccurate.
This drowns true signal in a sea of noise.
Many of the events are benign and not actionable.
Fleets are spending too much time looking at footage, or ignoring it entirely.
Reducing your return on your telematics and camera investments.

The Solution

Validation Engine classifies and removes the noise.
It offers only the signal according to your priorities.
Reviewing every event automatically for you in advance, so you can focus on running your fleet and addressing safety concerns.

Unified Event Validation Across all Providers

Different telematics and camera providers have differing triggers and event detection.
This creates inconsistent alerts, severity labels, and sensitivity thresholds across a fleet using multiple TSPs or with varying settings.
Manifold applies one validation layer across every connected provider.
Events from systems like Samsara, Motive, Geotab, and Rosco are reviewed against the same standard.
Your team can compare incidents apples to apples and act only on verified risks.

See the difference with verified data

Discover how Manifold helps insurers and fleets act with clarity and confidence.