THE LENS · CONNECTED VEHICLE DATA LAB
Find the documented data route for an insurance decision.
Explore manufacturer-level coverage, public product evidence and insurance use cases—without presenting a model, VIN or signal as verified when it has not been tested.
What are you trying to find out?
Returns only routes whose public source names this manufacturer. No model, model-year or VIN compatibility is inferred.
Manufacturer-level evidence only. This confirms that a public source names the manufacturer or first-party product. It does not confirm any model, model year, VIN, signal, UK contract or live delivery.
View documented routes01 · PROVIDER EXPLORER
Compare documented routes.
Results reflect the public evidence attached to the selected journey. They are not compatibility or procurement confirmations.High Mobility
Connected Car API · Insurance and multi-brand fleets
Smartcar
Connected Car API · Retail consent and rapid integration
Targa Telematics
OEM data platform · Commercial fleet and insurance
CARUSO Dataplace
Data marketplace · European fleet, aftermarket and insurance
Motorq
Connected Vehicle Platform · Commercial fleets, rental and leasing
Mercedes-Benz
Fleet API + Smart Vehicle Data · PAYD, fleet, EV and vehicle status
DIRECT OEM REGISTER
First-party products, with evidence boundaries explicit.
This register confirms that the public first-party product exists. It does not claim model, VIN, signal or commercial eligibility unless the cited source says so.| Manufacturer | Product | Purpose | UK availability | Primary source |
|---|---|---|---|---|
| Mercedes-Benz | Fleet API | Fleet data packages | UK confirmed | Fleet API |
| Mercedes-Benz | Pay As You Drive | Insurance mileage | UK eligible; contract check | Pay As You Drive |
| Mercedes-Benz | Electric Vehicle Status / Vehicle Status | Smart Vehicle Data | UK eligible; contract check | Fleet API |
| BMW Group | CarData API | Vehicle data | UK confirmed | BMW CarData |
| BMW Group | CarData Streaming | Event stream | UK confirmed | BMW CarData |
| Ford | Ford Pro Data Services | Commercial fleet | UK confirmed | Ford Pro Data Services |
| Stellantis | Mobilisights Vehicle Data Platform | Multi-brand embedded data | UK eligible; contract check | Vehicle Data Platform |
| Tesla | Fleet API | Developer API | UK not verified | Fleet API |
| Volvo Cars | Connected Vehicle API | Developer API | UK not verified | Connected Vehicle API |
“UK not verified” is deliberately different from “unavailable”. Only first-party public documentation is used for direct-OEM product claims.
02 · SIGNAL LAB
Understand the signal—or compare who evidences it.
Absence from public documentation is shown as “not evidenced”, never assumed to be unavailable.Verified cumulative mileage without relying on customer declaration.
Reading cadence and ignition dependency vary by vehicle.Distance at trip or reporting-period level for pay-per-mile and utilisation.
Some feeds derive trips from start/end readings.When exposure occurs: commuting, social hours, overnight and seasonal use.
Timezone and trip-boundary rules must be normalised.Road class, urban density, territory and route-level exposure.
High privacy impact; some feeds expose only endpoints.Speed distribution, road-context matching and driving-style features.
Sampling may be too sparse for event scoring.Traditional telematics behaviour features and event detection.
Embedded feeds are less consistent than calibrated hardware.Separates parked, active and unavailable periods.
Definitions differ for EV-ready and charging states.Fuel use, state of charge, range and charging behaviour.
Battery health is not equally available across brands.DTCs, service warnings, tyre pressure and maintenance indicators.
Diagnostic depth and permissions differ.Potential automated FNOL and incident triage.
Never infer crash access from generic brand coverage.Separates fitted capability from enabled or intervening systems.
Operational intervention data is rarely consistent.Lock, unlock, charge and precondition actions.
Normally unnecessary for pricing.These categories describe the current public evidence base, not measured UK vehicle-parc penetration.
Back to starting question ↑03 · SOURCE ROUTE DECISION
Choose breadth, depth—or continuity.
The right architecture can combine all three rather than force one universal feed.Fastest route to breadth
- One contract and data model
- Reusable consent and activation flow
- Lower integration burden
Trade-off: provider margin, normalisation loss and a lowest-common-denominator signal set.
Best route to depth
- Richest OEM-specific packages
- Clear signal provenance
- Potential volume economics
Trade-off: separate procurement, schema, consent and support for every OEM.
Best route to continuity
- Consistent sampling and behaviour logic
- Older and unsupported vehicles
- Independent data specification
Trade-off: device, installation, logistics, tamper and customer-friction costs.
RECOMMENDED ARCHITECTURE
Aggregate first. Prove the gaps. Integrate selectively.
04 · ACTUARIAL USE-CASE LAB
Turn a product question into a data specification.
The recommendation identifies a starting architecture, candidate providers and the test most likely to expose false confidence.Pay per mile
How much was the vehicle used?
- Likely route
- Start multi-OEM; consider direct OEM at scale
- Required cadence
- Daily odometer or complete trip ledger
- Candidate providers from the canonical register
- SmartcarUK confirmedHigh MobilityUK eligible; contract checkMercedes-BenzUK confirmedBMW GroupUK confirmed
- Validation test
- Reconcile odometer movement to billed miles.
- Failure mode
- Missing trips, delayed readings and consent lapse create billing risk.
05 · UK COVERAGE METHOD
See how technical reach becomes usable coverage.
Adjust illustrative assumptions to understand why brand counts systematically overstate the addressable insurance book.Product of the five assumptions—not a published UK market estimate.
Publication rule. A defensible result requires a VIN or connected-vehicle cohort joined to the UK parc, with the denominator, observation period and failure reasons reported.
06 · EVIDENCE & GOVERNANCE
Read confidence before coverage.
The same four-level evidence language now appears throughout the Lab, beside the claims it qualifies.The provider describes the product or coverage, but the public detail is insufficient to verify it.
A primary public source names the product, manufacturer, market or data category being shown.
The provider confirms the individual vehicle and required data package as eligible.
The required signal has been received and tested for quality, completeness and latency.
Data hygiene and publication gates
Canonical provider and manufacturer IDs drive the public UI, recommendations and export. Every published coverage claim needs a primary source, checked date, next review and UK-status label. Model, model-year, VIN and live-signal claims are prohibited unless the evidence reaches that exact level. Missing citations, duplicate brands, stale UK evidence and orphan recommendations block publication; absence is recorded as “not evidenced”, never “unavailable”.