// COMPARE

Three tools, one API.

To quote and fix a car you would normally stitch a VIN decoder to a parts catalog and still be missing fluids and labor. Here is the capability matrix, then one page per alternative.
8 rows
capabilities compared, the same eight on every page.
2 pages
one per category of alternative.
0 names
categories, not competitors, until legal signs off.
1 call
for the whole vehicle, the row that matters.

// WHY WE'RE DIFFERENT

What others don't give you.

To quote and fix a car you'd normally stitch a VIN decoder to a parts catalog and still be missing fluids and labor. OtoIndex is the whole picture, in one API.

Capability comparison: basic VIN decoders vs parts catalogs vs OtoIndex
CapabilityBasic VIN decodersParts catalogsOtoIndex
VIN / YMMT identity decodeincludedpartialincluded
Config-level precision (exact engine & trim)not availablepartialincluded
Fluid types & capacities for the exact enginenot availablenot availableincluded
Service intervals (miles & months)partialnot availableincluded
OEM part numbers per config, with dated reference prices + MSRPnot availablepartialincluded
Labor with provenance (method + confidence on every row)not availablenot availableincluded
Source + confidence on every valuenot availablenot availableincluded
Whole vehicle in one call, one JSON shapenot availablenot availableincluded

Maintenance depth, not just identity

Most APIs stop at decoding a VIN. We go all the way to the numbers you act on — fluid capacities, service intervals and service points, each with its source.

Labor with its method shown

Labor time estimates for every applicable service, each labelled with its method and a confidence score. Measured labor from completed jobs will appear as it accumulates.

Parts matched to the config, priced with a date

OEM part numbers matched to the exact configuration, each with a fitment confidence score, MSRP and a reference price stamped with the date observed — so a response is a quote, not a research project.

One clean, versioned shape

Identity, specs, tires, intervals, parts + labor, and history come back keyed the same way every time. No blob parsing, no surprises.

Pick the comparison.

Each page opens with the two responses side by side, then goes check by check.

Both pages use the same eight rows as the matrix above, add one sentence per row about what the difference means in practice, and end with a paragraph on what the alternative is still the right tool for. Nothing on them names a product: the columns are categories until legal signs off. Every window on both pages is the sandbox's response for the reference vehicle, so each claim can be checked by running the same call with no key.