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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 5, 2026

5.9M+

Unique vehicles analyzed

as of October 5, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

5,777 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

Traverse City, MI

Fair PriceRobust · 218
$24,960Mileage not verified

Market: $23,058 – $25,784

Comparison: 218 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Traverse City, 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

Traverse City, MI

Fair PriceModerate · 34
$26,938Mileage not verified

Market: $25,390 – $28,679

Comparison: 34 similar vehicles

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

Traverse City, MI

2027 Toyota Corolla SE

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

2027 Toyota Corolla SE

Traverse City, MI

Fair PriceRobust · 153
$27,606Mileage not verified

Market: $26,649 – $32,792

Comparison: 153 similar vehicles

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

Traverse City, MI

2027 Nissan KICKS SV

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

2027 Nissan KICKS SV

Traverse City, MI

Fair PriceRobust · 261
$27,960Mileage not verified

Market: $25,237 – $32,464

Comparison: 261 similar vehicles

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

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Great DealModerate · 28
$28,399Mileage not verified

Market: $29,579 – $33,764

Comparison: 28 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 80 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Lake City, MI

UnscoredInsufficient · 3
$28,4471,561 mi

Comparison: 3 similar vehicles

Lake City, MI

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Lake City, MI

UnscoredInsufficient · 3
$28,4473,229 mi

Comparison: 3 similar vehicles

Lake City, MI

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Lake City, MI

UnscoredInsufficient · 3
$28,4471,284 mi

Comparison: 3 similar vehicles

Lake City, MI

2027 Nissan KICKS SV

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

2027 Nissan KICKS SV

Traverse City, MI

Fair PriceRobust · 261
$28,495Mileage not verified

Market: $25,237 – $32,464

Comparison: 261 similar vehicles

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

Traverse City, MI

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Lake City, MI

UnscoredInsufficient · 3
$28,712Mileage not verified

Comparison: 3 similar vehicles

Lake City, MI

2027 Hyundai Kona SEL Sport

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

2027 Hyundai Kona SEL Sport

Traverse City, MI

Fair PriceRobust · 304
$29,171Mileage not verified

Market: $27,000 – $31,824

Comparison: 304 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$29,579Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Volkswagen Jetta SE

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

2027 Volkswagen Jetta SE

Traverse City, MI

Fair PriceRobust · 50
$29,664Mileage not verified

Market: $26,970 – $30,510

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Traverse City, MI

2027 Volkswagen Jetta SE

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

2027 Volkswagen Jetta SE

Traverse City, MI

Fair PriceRobust · 50
$29,664Mileage not verified

Market: $26,970 – $30,510

Comparison: 50 similar vehicles

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

Traverse City, 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

Traverse City, MI

Fair PriceRobust · 272
$29,864Mileage not verified

Market: $26,600 – $31,203

Comparison: 272 similar vehicles

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

Traverse City, 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

Cadillac, MI

Fair PriceRobust · 64
$30,532Mileage not verified

Market: $28,890 – $32,782

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Cadillac, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$30,799Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$30,999Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$31,019Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$31,019Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$31,019Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Traverse City, MI

2027 Subaru Unknown Premium

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

2027 Subaru Unknown Premium

Traverse City, MI

UnscoredLimited · 9
$31,050Mileage not verified

Comparison: 9 similar vehicles

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Grayling, MI

Fair PriceModerate · 47
$31,277Mileage not verified

Market: $31,287 – $36,355

Comparison: 47 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 5 days listed (based on current market benchmarks)

Grayling, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Grayling, MI

Fair PriceModerate · 47
$31,318Mileage not verified

Market: $31,277 – $36,355

Comparison: 47 similar vehicles

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

Grayling, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$31,464Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Nissan Sentra SR

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

2027 Nissan Sentra SR

Traverse City, MI

Fair PriceRobust · 260
$31,472Mileage not verified

Market: $25,312 – $32,749

Comparison: 260 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$31,544Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Gladwin, MI

Fair PriceRobust · 181
$31,702Mileage not verified

Market: $29,462 – $39,355

Comparison: 181 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Gladwin, MI

2027 Honda HR-V Sport

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

2027 Honda HR-V Sport

Traverse City, MI

UnscoredLimited · 8
$32,119Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Honda HR-V Sport

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

2027 Honda HR-V Sport

Traverse City, MI

UnscoredLimited · 8
$32,119Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Kia Seltos EX

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

2027 Kia Seltos EX

Traverse City, MI

Fair PriceRobust · 97
$32,119Mileage not verified

Market: $29,170 – $34,224

Comparison: 97 similar vehicles

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

Traverse City, MI

2027 Honda HR-V Sport

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

2027 Honda HR-V Sport

Traverse City, MI

UnscoredLimited · 8
$32,119Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Honda HR-V Sport

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

2027 Honda HR-V Sport

Traverse City, MI

UnscoredLimited · 8
$32,219Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Honda HR-V Sport

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

2027 Honda HR-V Sport

Traverse City, MI

UnscoredLimited · 8
$32,219Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Kia K5 GT-Line

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

2027 Kia K5 GT-Line

Traverse City, MI

Fair PriceRobust · 57
$32,544Mileage not verified

Market: $30,744 – $35,899

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,587Mileage not verified

Market: $32,805 – $37,655

Comparison: 82 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 3 days listed (based on current market benchmarks)

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$32,799Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

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

Traverse City, MI

2027 Kia Seltos S

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

2027 Kia Seltos S

Traverse City, MI

Fair PriceModerate · 28
$32,799Mileage not verified

Market: $28,399 – $33,764

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

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

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

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

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Traverse City, MI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Traverse City, MI

Fair PriceRobust · 82
$32,805Mileage not verified

Market: $32,587 – $37,655

Comparison: 82 similar vehicles

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

Traverse City, MI

2027 Kia Sportage LX

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

2027 Kia Sportage LX

Traverse City, MI

UnscoredLimited · 8
$32,819Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Kia Sportage LX

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

2027 Kia Sportage LX

Traverse City, MI

UnscoredLimited · 8
$32,819Mileage not verified

Comparison: 8 similar vehicles

Traverse City, MI

2027 Kia K5 GT-Line

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

2027 Kia K5 GT-Line

Traverse City, MI

Fair PriceRobust · 57
$32,839Mileage not verified

Market: $30,744 – $35,899

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Traverse City, MI

2027 Subaru Unknown Premium

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

2027 Subaru Unknown Premium

Traverse City, MI

UnscoredLimited · 9
$32,970Mileage not verified

Comparison: 9 similar vehicles

Traverse City, 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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