Manifold
Event Risk Scoring

Prioritize the events that matter most.

Manifold assigns every validated event a risk score, helping teams separate routine driving events from incidents that need attention.

Focus your team’s attention on the highest-risk moments first.

What It Does

From high event volume to clear priorities.

Manifold turns thousands of validated events into a ranked view of risk.

  1. STEP 01

    Score

    Each event is scored based on severity, context, and “nearness” to a collision.

  2. STEP 02

    Rank

    Events are grouped into clear risk tiers, from very low to critical.

  3. STEP 03

    Route

    Teams can review, coach, or escalate the events that matter most.

Risk Tiers

A simple way to understand event risk.

Not every event deserves the same level of attention. Manifold helps teams know what to act on first.

  • CriticalEvents that indicate a near collision or accidents.
  • HighSerious events that should be reviewed quickly.
  • MediumEvents worth monitoring or coaching.
  • LowLower-risk events with limited urgency.
  • Very LowRoutine events that usually do not need action.

Multi-Factor Risk

Risk is more than the event type.

Manifold looks at the full context around each event, not just the event type label.

  • Severity

    How serious the event was.

  • Driving context

    Speed, road type, traffic, visibility, and environment.

  • Collision proximity

    How close the event was to a potential accident.

  • Event history

    How often similar events occur across a driver or fleet.

The same event can mean different things depending on when, where, and how it happened.

Example Comparison

Same category. Different risk.

Manifold scores the context, not just the label.

  • Forward dashcam still on an open highway, three lanes clear ahead, with the camera's own overlay reading CAM 01 · FORWARD and 07/20/2026 09:14:22 · 62 mph.
    • Open highway
    • Light traffic
    • 3.4s following gap

    HARD BRAKING

    Hard braking

    Open highway, light traffic, enough space to respond.

    Very Low Risk

  • Forward dashcam still in stop-start congestion, a car cutting in close ahead between barriers, with the camera's own overlay reading CAM 01 · FORWARD and 07/20/2026 07:51:01 · 7 mph.
    • Traffic congestion
    • Lane departure
    • 0.7s following gap

    HARD BRAKING

    Hard braking

    Congestion, a sudden cut-in, and little room to react.

    High Risk

Why This Matters

Better prioritization. Faster action.

  • Reduce review overload

    Teams do not waste time treating every event the same.

  • Focus on real risk

    High-risk events are easier to find, review, and escalate.

  • Improve coaching and claims

    Risk scores help teams decide what needs coaching, reporting, or further investigation.

Event Risk Scoring

See the difference with scored events.

Turn validated events into clear priorities your team can act on.