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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 9, 2026

5.9M+

Unique vehicles analyzed

as of October 8, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

20,661 listings found

2027 Nissan Sentra S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra S

Kentwood, MI

UnscoredLimited · 9
$24,768Mileage not verified

Comparison: 9 similar vehicles

Kentwood, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 23
$25,243Mileage not verified

Market: $25,492 – $32,033

Comparison: 23 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 10 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 23
$25,492Mileage not verified

Market: $25,243 – $32,033

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 23
$25,597Mileage not verified

Market: $25,243 – $32,033

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 26
$25,682Mileage not verified

Market: $24,863 – $32,033

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 23
$25,718Mileage not verified

Market: $25,243 – $32,033

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 26
$25,804Mileage not verified

Market: $24,863 – $32,033

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Nissan Sentra SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra SV

Kentwood, MI

Fair PriceRobust · 55
$26,001Mileage not verified

Market: $24,020 – $26,999

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Kentwood, MI

2027 Nissan Sentra SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra SV

Kentwood, MI

Fair PriceRobust · 55
$26,001Mileage not verified

Market: $24,020 – $26,999

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Kentwood, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 23
$26,135Mileage not verified

Market: $25,243 – $32,033

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 26
$26,157Mileage not verified

Market: $24,863 – $32,033

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla LE

Grand Rapids, MI

Fair PriceModerate · 26
$26,187Mileage not verified

Market: $24,863 – $32,033

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Nissan Sentra SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra SV

Kentwood, MI

Fair PriceRobust · 55
$26,591Mileage not verified

Market: $24,020 – $26,999

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Kentwood, MI

2027 Nissan Sentra SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra SV

Kentwood, MI

Fair PriceRobust · 55
$26,591Mileage not verified

Market: $24,020 – $26,999

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Kentwood, MI

2027 Nissan Sentra SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan Sentra SV

Kentwood, MI

OverpricedRobust · 55
$26,999Mileage not verified

Market: $24,020 – $26,930

Comparison: 55 similar vehicles

Kentwood, MI

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Grand Rapids, MI

Fair PriceRobust · 119
$27,048Mileage not verified

Market: $25,147 – $31,500

Comparison: 119 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Grand Rapids, MI

Fair PriceRobust · 119
$27,048Mileage not verified

Market: $25,147 – $31,500

Comparison: 119 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Nissan KICKS SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan KICKS SV

Kentwood, MI

Fair PriceModerate · 48
$27,109Mileage not verified

Market: $25,615 – $29,465

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Kentwood, MI

2027 Hyundai Kona SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Hyundai Kona SE

Kentwood, MI

Fair PriceLimited · 11
$27,154Mileage not verified

Market: $27,484 – $29,704

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 76 days listed (based on current market benchmarks)

Kentwood, MI

2027 Toyota Corolla SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla SE

Grand Rapids, MI

UnscoredLimited · 5
$27,649Mileage not verified

Comparison: 5 similar vehicles

Grand Rapids, MI

2027 Volkswagen Jetta Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Volkswagen Jetta Sport

Grand Rapids, MI

Fair PriceRobust · 169
$27,671Mileage not verified

Market: $26,021 – $29,398

Comparison: 169 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Nissan KICKS SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan KICKS SV

Grand Rapids, MI

Fair PriceLimited · 16
$28,215Mileage not verified

Market: $27,109 – $29,465

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Nissan KICKS SV

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Nissan KICKS SV

Grand Rapids, MI

Fair PriceLimited · 16
$28,215Mileage not verified

Market: $27,109 – $29,465

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Kia Seltos S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Seltos S

Grand Rapids, MI

Fair PriceRobust · 82
$28,394Mileage not verified

Market: $28,419 – $33,839

Comparison: 82 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 15 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Hyundai Kona SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Hyundai Kona SE

Kentwood, MI

Fair PriceLimited · 11
$28,585Mileage not verified

Market: $27,154 – $29,704

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Kentwood, MI

2027 Volkswagen Jetta SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Volkswagen Jetta SE

Grand Rapids, MI

Fair PriceRobust · 195
$28,895Mileage not verified

Market: $26,970 – $31,430

Comparison: 195 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Kia Seltos S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Seltos S

Grand Rapids, MI

Fair PriceRobust · 193
$29,064Mileage not verified

Market: $28,085 – $33,839

Comparison: 193 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Kia Seltos S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Seltos S

Grand Rapids, MI

Fair PriceRobust · 193
$29,064Mileage not verified

Market: $28,085 – $33,839

Comparison: 193 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Chevrolet Bolt LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Bolt LT

Caledonia, MI

Fair PriceLimited · 18
$29,113Mileage not verified

Market: $29,940 – $32,745

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 43 days listed (based on current market benchmarks)

Caledonia, MI

2027 Hyundai Kona SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Hyundai Kona SE

Kentwood, MI

UnscoredInsufficient · 3
$29,125Mileage not verified

Comparison: 3 similar vehicles

Kentwood, MI

2027 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Equinox LT

Midland, MI

Fair PriceRobust · 389
$29,134Mileage not verified

Market: $29,134 – $39,580

Comparison: 389 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Midland, MI

2027 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Equinox LT

Grand Ledge, MI

Fair PriceRobust · 772
$29,182Mileage not verified

Market: $29,086 – $39,773

Comparison: 772 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Grand Ledge, MI

2027 Toyota Corolla

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla

Grand Rapids, MI

UnscoredInsufficient · 0
$29,228Mileage not verified

Grand Rapids, MI

2027 Hyundai Kona SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Hyundai Kona SE

Kentwood, MI

UnscoredInsufficient · 3
$29,235Mileage not verified

Comparison: 3 similar vehicles

Kentwood, MI

2027 Chevrolet Bolt LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Bolt LT

Greenville, MI

Fair PriceRobust · 677
$29,304Mileage not verified

Market: $23,354 – $36,168

Comparison: 677 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Greenville, MI

2027 Kia Seltos S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Seltos S

Grand Rapids, MI

Fair PriceRobust · 193
$29,314Mileage not verified

Market: $28,085 – $33,839

Comparison: 193 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 80 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Toyota Corolla

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla

Grand Rapids, MI

UnscoredInsufficient · 0
$29,358Mileage not verified

Grand Rapids, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grand Rapids, MI

Fair PriceModerate · 24
$29,364Mileage not verified

Market: $28,907 – $30,319

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grand Rapids, MI

Fair PriceModerate · 24
$29,364Mileage not verified

Market: $28,907 – $30,319

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grand Rapids, MI

Fair PriceModerate · 24
$29,364Mileage not verified

Market: $28,907 – $30,319

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Mitsubishi Outlander Sport ES

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Mitsubishi Outlander Sport ES

Grand Rapids, MI

Fair PriceRobust · 65
$29,480Mileage not verified

Market: $25,276 – $31,058

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Subaru Crosstrek Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Subaru Crosstrek Base

Lansing, MI

Fair PriceRobust · 111
$29,493Mileage not verified

Market: $28,470 – $30,092

Comparison: 111 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Lansing, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grandville, MI

Fair PriceModerate · 31
$29,564Mileage not verified

Market: $28,470 – $30,319

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Grandville, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grandville, MI

UnscoredLimited · 7
$29,664Mileage not verified

Comparison: 7 similar vehicles

Grandville, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grandville, MI

UnscoredLimited · 7
$29,664Mileage not verified

Comparison: 7 similar vehicles

Grandville, MI

2027 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Equinox LT

DeWitt, MI

Fair PriceRobust · 1366
$29,802Mileage not verified

Market: $27,615 – $39,773

Comparison: 1366 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

DeWitt, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grand Rapids, MI

Fair PriceModerate · 24
$29,819Mileage not verified

Market: $28,907 – $30,319

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Honda HR-V LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Honda HR-V LX

Grand Rapids, MI

UnscoredLimited · 6
$29,919Mileage not verified

Comparison: 6 similar vehicles

Grand Rapids, MI

2027 Toyota Corolla Hatchback XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback XSE

Grand Rapids, MI

UnscoredInsufficient · 3
$29,953Mileage not verified

Comparison: 3 similar vehicles

Grand Rapids, MI

2027 Mitsubishi Outlander Sport LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Mitsubishi Outlander Sport LE

Grand Rapids, MI

UnscoredInsufficient · 3
$29,968Mileage not verified

Comparison: 3 similar vehicles

Grand Rapids, MI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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