Releases
The methods, the schemas and the small models are released in the desk's own order. Until a release is public, a copy is shared on request; the data with money in it stays on the API.
Every release carries a grade word, a licence that matches its intent (Apache-2.0 for code and weights, CC BY-SA for data and schemas, CC BY for the atlas) and the wall: no client, no driver, no dealer identifiable, ever.
Grades as the record counted them on 27 Oct 2026.
Standards
The standards the register runs on. Planned for release; a copy on request until then.
The register's variant schema, the body-type vocabulary, the class taxonomy and the evidence-quote convention, with a validator.Planned release. Write to the desk for a copy.
Licence: CC BY-SA 4.0Date: plannedRequest a copyFourteen states' road tax, registration and insurance rules as open data, with sources and dates, and the on-road calculator that reads them.Planned release. Write to the desk for a copy.
Licence: CC BY-SA 4.0Date: plannedRequest a copyRule 93 and the ministry's guidance as the calculator behind the drawing on every chassis page: the body envelope from wheelbase, overhang and tyre.Planned release. Write to the desk for a copy.
Licence: Apache-2.0Date: plannedRequest a copyHow a forecast is hashed at publication and scored against its outcome: the protocol, and a verifier that checks ours from the public API.Planned release. Write to the desk for a copy.
Licence: Apache-2.0Date: plannedRequest a copySmall models
Small, trained on what the register holds; weights and evals go out together when each is released. The enterprise versions are the same models with the register attached, hosted, evaluated and supported.
Maps a registration-certificate model string, a listing title, a dealer's shorthand or a Hindi-script name to the vehicle it names on the register: the entity resolution the industry lacks. v0 weights, the eval set and the scores against fuzzy and BM25 baselines are public.Planned release. Write to the desk for a copy.
Licence: Apache-2.0Date: plannedRequest a copyReads a commercial vehicle document into the register's schema with an evidence quote per value.
Licence: Apache-2.0Date: after tab-resolveHindi and Tamil translation where torque, GVW, body types and Hinglish survive intact.
Licence: Apache-2.0Date: after launch trafficAspect and sentiment on operator talk in Hindi, Tamil, Hinglish and Tanglish: mileage, service, cabin, price.
Licence: Apache-2.0Date: after the Voice batchA distilled open assistant that answers commercial vehicle questions in three languages with the register's tool protocol, so anyone can run a grounded assistant on their own.
Licence: Apache-2.0Date: the year's flagship, after launchNazar research
Published after the provisionals are filed, never before; the pilot's own measurements, no synthetic numbers.
Nazar research and the corridor atlas use only the fleets that opt in, as anonymised aggregates under a k-anonymity floor, never a fleet's rows. Positions are kept for 180 days on the Nazar server and the owner can delete the whole record at once. The guarantees in full: the privacy policy
Hash-chained pings with public randomness in every batch and daily heads anchored in public; the record format as an open specification with reference libraries, so any insurer or court can verify a Nazar record without trusting us.
Licence: Apache-2.0Date: after filingThe accelerometer's reading of engine and chassis at idle and under load as a fingerprint that attributes a phone to a vehicle under a three-percent battery budget: paper, a consented anonymised dataset, a baseline model.
Licence: CC BY 4.0Date: after filingPer-vehicle baselines of vibration and, where consented, engine sound; anomaly detection on the device.
Licence: CC BY 4.0Date: after months of baselineRolling-id Bluetooth sightings between consenting drivers' phones as a witness on a position fix: paper and protocol.
Licence: Apache-2.0Date: after filingPlaces, dwell, loading and unsanctioned trips from sparse phone positions; an open benchmark with anonymised traces.
Licence: CC BY 4.0Date: after filingThe corridor atlas
Nazar's aggregates, never its rows: a k-anonymity floor on every cell, and no cell for a period with a single fleet on it.
Nazar research and the corridor atlas use only the fleets that opt in, as anonymised aggregates under a k-anonymity floor, never a fleet's rows. Positions are kept for 180 days on the Nazar server and the owner can delete the whole record at once. The guarantees in full: the privacy policy
Per corridor segment and hour: typical speed, dwell hotspots, breakdown density, weather exposure; maps and tables, quarterly.
Licence: CC BY 4.0Date: once five fleets consentUtilisation curves by class and corridor from consenting fleets: hours moving, idling, parked.
Licence: CC BY 4.0Date: with the atlasBreakdowns per lakh kilometres by model and age, with grades and sample sizes; the first such figure in India.
Licence: CC BY 4.0Date: when stops and reports joinPapers from the factory
Research from how the register is run.
The public accuracy ledger as a method for market forecasting; the first year's scores.
Licence: CC BY 4.0Date: ledger open, paper with the first scoresThe Body Book observer's method, a known tyre diameter as the scale, and its measurement error against ratified sheets.
Licence: CC BY 4.0Date: error study firstThe evidence gates every published figure passes: the eval set, the failure taxonomy, the cost of a verified figure.
Licence: CC BY 4.0Date: with the eval setWhen the yard has a hundred real closes: the first published residual curves with hammer evidence.
Licence: CC BY 4.0Date: at a hundred real closesGates
- Provisionals before preprints.
- Consent before any Nazar dataset: the driver's book and the fleet agreement name research use in three languages; opt-in per fleet, never default.
- Anonymity floors on every aggregate; no photograph leaves the register in a dataset, derived measurements only.
- Nothing trained on a client's data is ever released.
Scores are never for sale. Client data never enriches the public register without contract. Register evidence never leaks a client. Engagements never move a public number.
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