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Marsstein EIRAService

ISA validation without the ride-alongs.

ISA validation under Delegated Regulation (EU) 2021/1958, with legal speed limits from two independent sources.

Synthetic drive

The loop in one sentence

We record a drive, establish the legal limit from two sources that never include the vehicle under test, grade the vehicle against it, and hand a person a short ranked queue with the evidence already attached.

Today and with Marsstein EIRA

From ride-alongs to ranked evidence.

The manual loop today

Ride-alongs and weeks of desk review

  • An engineer rides along and manually flags events with DewesoftX
  • Every flagged frame must be re-watched at a desk, one frame at a time
  • Verdicts rely on subjective individual judgment and lack reproducibility
  • Ground truth requires expensive map subscriptions or is missing entirely

With Marsstein EIRA

Three independent sources, recorded on board

  • Three independent data legs recorded together, on-board, in real time
  • Thousands of raw samples grouped into a few dozen ranked situations
  • Every decision carries its written reasoning and evidence clips masked by the Marsstein AEON engine
  • Runs offline from an OpenStreetMap extract: no subscription, no network, no data leaving the car

Fusion engine

Three sources, one legal limit

Leg 1 reads posted road signs, Leg 2 resolves GPS against an offline map, Leg 3 reads the vehicle's cluster display. Legal truth is established from two independent sources that never include the vehicle under test.

  1. Leg 1

    1 · Posted sign (front camera)

    Detector and classifier with temporal voting across frames. Automatically rejects false positives on trucks or stickers.

  2. Leg 2

    2 · Offline map (OpenStreetMap extract)

    Local OpenStreetMap extract on disk. No cloud, no network requests, no subscription fees.

  3. Leg 3

    3 · Instrument cluster (dash camera)

    Second vision model reads the vehicle's own instrument cluster, ensuring the vehicle is graded against independent truth.

  1. Front camera · GPS location · Cluster camera

    Sign ReaderOffline MapDash Cluster

  2. Truth fusion

  3. ISA conformity evaluation

  4. EU 2021/1958 gates

  5. Ranked review queue

Five situations

How EIRA decides the legal limit

The car's own ISA is never an input: it is what is being tested. The legal limit comes from the posted sign or the map, and the car is graded against it. Where neither a sign nor the map settles the limit, EIRA leaves that stretch out and reports it as lost coverage, instead of guessing.

Synthetic drive, sign detection by Marsstein EIRA

All agree

Sign, map and car show the same limit. Pass, nothing for a human to check.

Synthetic drive, plates masked by Marsstein AEON. Sign detection is the Marsstein EIRA model's own output; car and map values are illustration where the tile says so.

Regulatory gates

Delegated Regulation (EU) 2021/1958 criteria, enforced in code

Enforced as hard software gates: if a drive misses a single criterion, it is reported as FAIL with explicit reasons.

  • Accuracy over distance

    Accuracy weighted by distance over the whole route

  • Road types separately

    Urban, non-urban and motorway measured separately

  • Road type share

    A minimum share of the route enforced for each road type

  • Detection latency

    A maximum response time after passing a sign

  • Route length

    A minimum length for the pooled campaign route

  • Darkness share

    A minimum share of night and darkness driving, from the sun's position

  • Review effort

    Less review work through a ranked queue

    From thousands of raw samples down to a short list for human review, ranked worst first, with masked video clips and machine recommendations attached.

With Marsstein AEON

Validated, then masked

EIRA grades the drive while it is recorded. Once the recording is saved, the Marsstein AEON engine masks faces and license plates in it. The raw recording stays internal, the masked copy is what goes to review and delivery, and the verdict overlay stays readable.

How Marsstein AEON masks

Frequently asked questions

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What hardware is required in the vehicle for Marsstein EIRA?

EIRA runs locally on a standard laptop with a GPU. The models for the three sources and the map engine run in parallel inside the test car.

Is video or GPS data sent to any cloud server?

No. EIRA processes all recordings offline. The OpenStreetMap extract is stored locally and no data is transmitted over cellular networks.

How does anonymization work in the loop?

After the drive, the Marsstein AEON engine masks faces and license plates in the saved recording. Capture on board stays fast, the raw recording stays internal, and the evidence you receive is the masked copy.

How does EIRA prepare reports for Technical Services?

EIRA produces reports detailing each regulatory criterion it checks, error metrics per speed class, and playable evidence clips for every conflict.

Bring one test campaign to a first call.