Research standard

How an answer earns “verified.”

Automotive facts change with configuration and time, so an answer here earns "verified" only after clearing 6 standards: primary sources lead, scope attaches to the answer, standard, available and optional stay separate, freshness is visible, corrections remain accountable, editorial and commercial relationships are disclosed. Sources are weighted in four tiers. Government and exact-configuration manufacturer records rank above independent test organizations, which rank above qualified secondary reporting, which ranks above owner and community reports treated only as signals for investigation, never proof. Automation normalizes EPA rows and derives each family page's configuration interpretations from that year's own records, but every labeled module stays distinct from independent reporting, and the publication owner remains responsible for reviewing, correcting and removing any unsupported claim.

01

Primary sources lead

Manufacturer order guides, specification pages and press materials establish configuration. NHTSA, EPA and IIHS establish applicable government or independent testing records. Secondary reporting adds context; it does not silently replace a primary record.

02

Scope attaches to the answer

An answer records the model year, market, body, trim, powertrain, drivetrain and package conditions needed to make it true. If the evidence supports only one configuration, the language cannot imply the whole lineup.

03

Standard, available and optional stay separate

We do not collapse these states. Package-dependent equipment is labeled with its dependency, and advertised maximums are identified as maximums instead of baseline specifications.

04

Freshness is visible

Every vehicle record and direct answer stores a verification date. Material model-year changes, recalls, pricing and package updates enter a re-verification queue, not relying on an article’s original publication date.

05

Corrections remain accountable

Material corrections receive a dated note describing what changed. Small typographical fixes may be made without a formal correction. Readers and sources can submit evidence for review; no source can buy a factual outcome.

06

Editorial and commercial relationships are disclosed

Partner status does not determine a vehicle rating or recommendation. Compensated links and partner placements are labeled and technically qualified. Editorial citations are selected for evidentiary value.

Source hierarchy

Which record wins?

Tier 1Government and exact-configuration manufacturer recordsNHTSA, EPA, manufacturer order/build data
Tier 2Independent test organizations and first-hand testingIIHS, instrumented tests, original measurement
Tier 3Qualified secondary reportingUsed for context, discovery and corroboration
Tier 4Owner and community reportsSignals for investigation, never automatic proof

Recalls and complaints

How to read a model’s federal safety record.

A recall campaign is an official remedy: the manufacturer must repair the defect at no charge. A consumer complaint is an unverified report filed with NHTSA and does not establish a defect rate on its own. Both are counted at the model and model-year level, so a count is never a clearance or a warning for one car. Only a VIN lookup at NHTSA shows the open remedies on the exact vehicle in front of you, so run one before you buy and again after any recall notice.

Checking one vehicle

How to confirm an answer on a specific car.

Start with the 17-character VIN and the exact model year, then match the body, trim, powertrain and drivetrain to the manufacturer’s window label or build record. For fuel economy, safety ratings and recalls, use the government record for that exact configuration instead of a model-level marketing maximum. Each figure on a vehicle page is a claim about a configuration, so an answer that names a different trim, market or model year than yours does not apply to your car.

Use of automation

Data transformation stays labeled.

Automation normalizes EPA rows and derives each family page’s configuration interpretations from that model year’s own certification records. A question is published on a model-year page only where its answer differs from the answer an earlier model year of the same vehicle already gives, so the number of answers is a property of that year’s data instead of a fixed quota, and a year that carried over unchanged says so instead of restating the previous year. The decision desk adds evidence-led purchase and ownership workflows, explicitly identifying when an exact owner’s manual, window sticker, VIN, service record or manufacturer document is required. These are labeled modules, not fabricated independent reporting. The publication owner remains responsible for review, correction and removal of unsupported claims.

Commercial rule

Sponsored or partner links are labeled and use an appropriate link relationship. No commercial relationship changes the evidence standard applied to the page.