— Proof

On a platform lineage field-proven across 4M+ units.

MOS4 is the next-generation OS on the Munic platform line. The lineage carries four field-proven deployment lines and seven production verticals — including connected-car insurance carriers and telco-bundled car-data services. Named protocol stacks. Standards you can look up independently.

Platform lineage

Four deployment lines on the Munic platform line at 4M+ units.

Metromile (now Lemonade) · North America

Hundreds of thousands of units. Continuous since ~2013.

The Metromile per-mile insurance programme (acquired by Lemonade, 2022) shipped MUNIC C4E OBD dongles for its Pulse product since the MDI era — public-record relationship confirmed by the US-CERT VU#209512 OTA-patch collaboration in 2015.

T-Mobile SyncUP DRIVE · United States

Hundreds of thousands of units. Since 2020.

T-Mobile's SyncUP DRIVE subscriber telematics product runs on MUNIC OBD hardware on the US network. Multi-year, multi-cohort rollout.

ADAC Smart Connect · Germany

21 M members. Live since 2022.

ADAC e.V. — the largest motorist association in Europe (21 million members) — runs the Smart Connect programme on the MUNIC platform: edge OBD dongle plus cloud-side workshop diagnostic integration. 10 000-user pilot summer 2022, full launch January 2023.

European OEM fleet programmes · NDA

Multiple programmes, large OEMs.

Several European OEM fleet programmes — passenger-car and commercial-vehicle — under mutual NDA. Sales mediates a reference call inside the same vertical.

State-of-the-art telematics frontend built on top of MOS4 telematics: ekkofleet.com.

Cutaway passenger car with MOS4 telemetry and AI layer annotations — blueprint wireframe
Performance vehicles

Fleet-wide rollout on a flagship performance brand.

A leading performance-vehicle OEM ships MOS4 fleet-wide. Multi Stacks decodes the OEM-private CAN dialect; OBDStacks adds the proprietary parameter identifiers (PIDs); the on-device AI pipeline powers driver feedback. One ECU (Electronic Control Unit), one OS, one OTA (Over-The-Air) channel.

scope fleet-wide since 2022 protocols CAN, CAN-FD, OBD-II
Forklift with amber-highlighted pallet load — airport ground-handling vehicle, blueprint
Airport ground operations

Globally deployed ground-operations vehicles.

A global airport ground-operations manufacturer runs MOS4 on its specialty-vehicle fleet — telemetry over MD21, on-board observability via OpenTelemetry, and a remote-diagnostics workflow that reduced in-field debug time from days to hours.

scope ground ops since 2023 stack MD21, remote diagnostics, OTA
Agricultural combine harvester with amber grain-tank indicator — ISOBUS on MOS4, blueprint
Agriculture

Regional rollout of an ISOBUS-first programme.

An agricultural-machinery manufacturer ships ISOBUS (ISO 11783 agricultural machinery network)-first equipment on MOS4. On-device inference models retrain on crop and asset data captured at field cadence; operator-grade dashboards run on the same box. ISOBUS acquisition is read-only.

scope field fleet since 2025 protocols ISOBUS (ISO 11783), J1939, CAN-FD
Semi-truck with trailer — unifying on-road and off-road fleet on one OS, blueprint
Off-highway machinery

Off-highway-machine maker on the same OS as the road fleet.

An off-highway machinery maker uses MOS4 to unify its on-road and off-road programmes — Multi Stacks for J1939 (heavy-duty vehicle network) + CAN-FD, ROI shader for the camera plane, signed OTA across both vehicle classes.

scope integrator since 2024 protocols J1939, CAN-FD, UDS
Six-axis robot arm with amber end-effector — industrial automation gateway on MOS4, blueprint
Industrial automation

Modbus / RS485 plant rollout with autonomous-arm support.

An industrial-automation integrator ships MOS4 inside autonomous-arm gateways. Modbus RTU and RS485 ride alongside CAN; Sentry and OpenTelemetry feed the same observability stack the cloud team already runs.

scope plant since 2024 protocols Modbus RTU, RS485, CAN
Passenger car cutaway with MOS4 telematics and scoring overlay — connected-car insurance archetype, blueprint
Connected-car insurance

Pay-as-you-drive carrier scoring on the Munic platform line.

A North-American connected-car insurance carrier ships the platform behind its usage-based motor programme. Driving-behaviour scoring, mileage capture, and crash-signature detection run on-device; signed event payloads land in the carrier cloud. MOS4 continues the same buyer profile for next-generation programmes — PAYD, PHYD, claims-reconstruction, fleet insurance.

scope usage-based motor since 2012 data mileage, behaviour, crash events
Passenger car with in-car WiFi overlay — telco connected-car archetype, blueprint
Telco + car-data services

Carrier-bundled connected-car service on the Munic platform line.

A European MVNO ships connected-car services bundled with the cellular subscription on the same platform lineage — trip history, driver alerts, WiFi access point in the car. Dual APN and eUICC Consumer profiles let the same box travel across markets without a board re-spin. MOS4 continues this buyer line for Tier-1 carriers and regional MVNOs.

scope consumer connected-car since 2020 connectivity dual APN, eUICC Consumer, WiFi AP

Customer names, fleet sizes, and uptime numbers are kept off this page until sales explicitly clears them. Request a reference call for the full conversation under NDA.

Migration evidence

Previous generation → MOS 4.x: concrete before/after.

These are internal matrix figures from a real migration, not a synthetic benchmark.

Previous generation
  • First-app-ready boot: ~90 s
  • Steady-state RAM: ~60 MB
  • Flash footprint: ~60 MB (jar + bin + AOT)
MOS4
  • First-app-ready boot: 1.6 s
  • Steady-state RSS: 28.4 MB
  • Flash footprint: ~30 MB release
modem-class reference profile

Standards coverage

13 standards. Every one publicly specified.

Vehicle and fleet standards supported in obdstacks-v2
Standard Reference
CAN Classical ISO 11898
CAN-FD ISO 11898-1:2015
ISO-TP ISO 15765-2
DoIP ISO 13400
KWP2000 / K-Line ISO 14230 / ISO 9141
UDS ISO 14229
J1939 SAE J1939
J1587 / J1708 SAE J1587 / J1708
J1850 VPW/PWM SAE J1850
ISOBUS ISO 11783
OBD-II SAE J1979
J2534 PassThru SAE J2534 04.04
FMCSA ELD FMCSA 49 CFR Part 395

22 production-ready stacks — OBD-II (On-Board Diagnostics II), UDS (Unified Diagnostic Services, ISO 14229), J1939, ISOBUS, OBFCM, Modbus, CANopen — validated on every CI push via Python/pytest standalone tests. Source: obdstacks-v2.

Security toolchain

Verifiable from the release artefacts.

SBOM (Software Bill of Materials), CVE scan, licence compliance, unsafe Rust audit, static analysis — every micro service, every commit, via the ci-gamma shared template.

Security and compliance CI tools — run on every commit across 52 micro services
Tool Scope Output
cargo audit CVE advisory scan Blocking on critical advisory
cargo geiger Unsafe Rust audit Unsafe usage delta per release
cargo deny OSS licence compliance Blocking on disallowed licence
cargo cyclonedx SBOM generation CycloneDX JSON per release
semgrep Static analysis Rule-set violations blocking merge
pytest / distro e2e Integration harness 22 OBD stacks on every CI push

Test infrastructure

Hardware-in-the-loop, not only simulation.

Integration test coverage includes hardware as well as simulation paths.

GNSS (Global Navigation Satellite System) EVK test suite on-hardware GNSS receiver
Modem EVK test suite on-hardware cellular modem
Bluetooth device test suite on-hardware BT stack
Modem simulator software-in-the-loop
Redis scenario pool fake micro service pool for integration harness
distro e2e harness full-stack integration

Want a reference call?

Sales mediates a 30-minute call with a customer in your vertical, under mutual NDA.

Building on MOS4?

One reply from engineering, ~24h. No deck, no NDA.

Talk to engineering