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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

15,147 listings found

2008 Subaru Tribeca Limited

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

2008 Subaru Tribeca Limited

Auburn, ME

UnscoredInsufficient · 0
$2,094249,145 mi

Auburn, ME

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Auburn, ME

UnscoredModerate · 20
$2,594154,531 mi

Comparison: 20 similar vehicles

Auburn, ME

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Biddeford, ME

UnscoredLimited · 17
$2,995155,578 mi

Comparison: 17 similar vehicles

Biddeford, ME

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Berwick, ME

UnscoredLimited · 9
$2,999200,000 mi

Comparison: 9 similar vehicles

Berwick, ME

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Auburn, ME

UnscoredLimited · 10
$3,094171,410 mi

Comparison: 10 similar vehicles

Auburn, ME

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Auburn, ME

UnscoredLimited · 7
$3,094170,983 mi

Comparison: 7 similar vehicles

Auburn, ME

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Auburn, ME

Great DealLimited · 15
$3,094107,034 mi

Market: $4,995 – $10,112

Comparison: 15 similar vehicles

Competitively priced ~38% below the typical range compared to similar vehicles · 36 days listed (based on current market benchmarks)

Auburn, ME

2009 Jeep Grand Cherokee Limited

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

2009 Jeep Grand Cherokee Limited

Berwick, ME

UnscoredInsufficient · 0
$3,340200,000 mi

Berwick, ME

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Sanford, ME

UnscoredInsufficient · 0
$3,495194,188 mi

Sanford, ME

2014 Buick Enclave Leather

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

2014 Buick Enclave Leather

Auburn, ME

UnscoredLimited · 6
$3,594168,004 mi

Comparison: 6 similar vehicles

Auburn, ME

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Exeter, NH

UnscoredLimited · 12
$3,900131,998 mi

Comparison: 12 similar vehicles

Exeter, NH

2003 Honda CR-V EX

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

2003 Honda CR-V EX

Biddeford, ME

UnscoredInsufficient · 4
$3,988202,194 mi

Comparison: 4 similar vehicles

Biddeford, ME

2006 Lexus RX 330

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

2006 Lexus RX 330

Brentwood, NH

UnscoredInsufficient · 3
$3,999157,985 mi

Comparison: 3 similar vehicles

Brentwood, NH

2017 Subaru Forester Base

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

2017 Subaru Forester Base

Auburn, ME

UnscoredLimited · 7
$4,094174,958 mi

Comparison: 7 similar vehicles

Auburn, ME

2012 Nissan Murano SV

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

2012 Nissan Murano SV

Eliot, ME

UnscoredInsufficient · 4
$4,250221,000 mi

Comparison: 4 similar vehicles

Eliot, ME

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Biddeford, ME

UnscoredInsufficient · 0
$4,495160,000 mi

Biddeford, ME

2015 Jeep Cherokee Sport

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

2015 Jeep Cherokee Sport

Brentwood, NH

UnscoredInsufficient · 3
$4,499154,078 mi

Comparison: 3 similar vehicles

Brentwood, NH

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Eliot, ME

UnscoredLimited · 6
$4,500159,100 mi

Comparison: 6 similar vehicles

Eliot, ME

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Auburn, ME

UnscoredRobust · 50
$4,594144,655 mi

Comparison: 50 similar vehicles

Auburn, ME

2016 Hyundai Santa Fe SE

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

2016 Hyundai Santa Fe SE

Auburn, ME

UnscoredInsufficient · 0
$4,594122,618 mi

Auburn, ME

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Auburn, ME

UnscoredLimited · 5
$4,594119,370 mi

Comparison: 5 similar vehicles

Auburn, ME

2011 Ford Edge Sport

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

2011 Ford Edge Sport

Lebanon, ME

UnscoredInsufficient · 0
$4,680184,000 mi

Lebanon, ME

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Biddeford, ME

UnscoredLimited · 19
$4,995136,539 mi

Comparison: 19 similar vehicles

Biddeford, ME

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Tamworth, NH

Fair PriceLimited · 18
$4,995116,662 mi

Market: $4,420 – $10,249

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Tamworth, NH

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Hampton Falls, NH

UnscoredInsufficient · 0
$4,995187,804 mi

Hampton Falls, NH

2008 Kia Sorento EX

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

2008 Kia Sorento EX

Hampton, NH

UnscoredInsufficient · 0
$4,995127,000 mi

Hampton, NH

2006 Honda Element EX-P

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

2006 Honda Element EX-P

Farmington, NH

UnscoredInsufficient · 3
$4,995210,000 mi

Comparison: 3 similar vehicles

Farmington, NH

2013 Volvo XC60 3.2

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

2013 Volvo XC60 3.2

Brentwood, NH

UnscoredLimited · 5
$4,999153,027 mi

Comparison: 5 similar vehicles

Brentwood, NH

2017 Ford Escape SE

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

2017 Ford Escape SE

Nottingham, NH

UnscoredLimited · 15
$5,000184,938 mi

Comparison: 15 similar vehicles

Nottingham, NH

2015 Ford Escape SE

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

2015 Ford Escape SE

Nottingham, NH

UnscoredInsufficient · 4
$5,000158,334 mi

Comparison: 4 similar vehicles

Nottingham, NH

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Portland, ME

UnscoredModerate · 36
$5,000113,584 mi

Comparison: 36 similar vehicles

Portland, ME

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Auburn, ME

UnscoredLimited · 7
$5,094141,927 mi

Comparison: 7 similar vehicles

Auburn, ME

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Berwick, ME

UnscoredInsufficient · 4
$5,195100,000 mi

Comparison: 4 similar vehicles

Berwick, ME

2010 Mercedes-Benz M-Class ML350

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

2010 Mercedes-Benz M-Class ML350

Eliot, ME

UnscoredLimited · 6
$5,250141,000 mi

Comparison: 6 similar vehicles

Eliot, ME

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Westbrook, ME

UnscoredLimited · 7
$5,399137,437 mi

Comparison: 7 similar vehicles

Westbrook, ME

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Albany, NH

UnscoredRobust · 99
$5,475189,480 mi

Comparison: 99 similar vehicles

Albany, NH

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Sanford, ME

UnscoredLimited · 5
$5,495163,804 mi

Comparison: 5 similar vehicles

Sanford, ME

2011 Chevrolet Suburban LS

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

2011 Chevrolet Suburban LS

Barrington, NH

UnscoredInsufficient · 0
$5,499236,361 mi

Barrington, NH

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Biddeford, ME

UnscoredLimited · 7
$5,500130,454 mi

Comparison: 7 similar vehicles

Biddeford, ME

2014 Kia Sorento Limited

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

2014 Kia Sorento Limited

Eliot, ME

UnscoredInsufficient · 3
$5,700140,500 mi

Comparison: 3 similar vehicles

Eliot, ME

2011 Toyota RAV4 Base

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

2011 Toyota RAV4 Base

Biddeford, ME

UnscoredLimited · 5
$5,788183,534 mi

Comparison: 5 similar vehicles

Biddeford, ME

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Gorham, ME

Fair PriceLimited · 15
$5,800111,050 mi

Market: $3,094 – $10,112

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 167 days listed (based on current market benchmarks)

Gorham, ME

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Auburn, ME

UnscoredLimited · 6
$5,950176,492 mi

Comparison: 6 similar vehicles

Auburn, ME

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Lebanon, ME

UnscoredLimited · 12
$5,990138,000 mi

Comparison: 12 similar vehicles

Lebanon, ME

2015 Jeep Compass Latitude

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

2015 Jeep Compass Latitude

Tamworth, NH

UnscoredLimited · 16
$5,995139,616 mi

Comparison: 16 similar vehicles

Tamworth, NH

2012 Nissan JUKE S

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

2012 Nissan JUKE S

Somersworth, NH

UnscoredInsufficient · 0
$5,995109,884 mi

Somersworth, NH

2012 Nissan Murano SV

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

2012 Nissan Murano SV

Hampton Falls, NH

UnscoredInsufficient · 4
$5,995187,000 mi

Comparison: 4 similar vehicles

Hampton Falls, NH

2011 Jeep Liberty Limited

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

2011 Jeep Liberty Limited

Nottingham, NH

UnscoredInsufficient · 0
$5,995113,100 mi

Nottingham, NH

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Hampton Falls, NH

UnscoredInsufficient · 3
$5,995156,234 mi

Comparison: 3 similar vehicles

Hampton Falls, NH

2001 Toyota Sequoia SR5

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

2001 Toyota Sequoia SR5

Farmington, NH

UnscoredInsufficient · 0
$5,995111,000 mi

Farmington, NH

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

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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