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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

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

14,375 listings found

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Warren, ME

UnscoredInsufficient · 0
$1,500Mileage not verified

Warren, ME

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Auburn, ME

UnscoredInsufficient · 0
$2,094177,788 mi

Auburn, ME

2015 Kia Rio LX

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

2015 Kia Rio LX

Auburn, ME

UnscoredInsufficient · 0
$2,094170,091 mi

Auburn, ME

2012 Volkswagen Jetta Base

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

2012 Volkswagen Jetta Base

Auburn, ME

UnscoredInsufficient · 0
$2,094203,255 mi

Auburn, ME

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

2010 Volvo S80 3.2

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

2010 Volvo S80 3.2

Pittsfield, ME

UnscoredInsufficient · 0
$2,500276,746 mi

Pittsfield, ME

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Rockland, ME

UnscoredInsufficient · 0
$2,550166,398 mi

Rockland, ME

2013 Subaru Outback Premium

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

2013 Subaru Outback Premium

Auburn, ME

UnscoredModerate · 22
$2,594175,109 mi

Comparison: 22 similar vehicles

Auburn, ME

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Auburn, ME

UnscoredModerate · 23
$2,594211,021 mi

Comparison: 23 similar vehicles

Auburn, ME

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Auburn, ME

UnscoredLimited · 14
$2,594169,526 mi

Comparison: 14 similar vehicles

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

2008 Toyota Matrix Standard

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

2008 Toyota Matrix Standard

Ellsworth, ME

UnscoredInsufficient · 0
$2,595182,000 mi

Ellsworth, ME

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Topsham, ME

UnscoredInsufficient · 0
$2,88825,400 mi

Topsham, ME

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Waldoboro, ME

UnscoredModerate · 44
$2,999230,152 mi

Comparison: 44 similar vehicles

Waldoboro, ME

2006 GMC Sierra 1500 SLE1

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

2006 GMC Sierra 1500 SLE1

Waldoboro, ME

UnscoredInsufficient · 0
$2,999223,289 mi

Waldoboro, 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

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Auburn, ME

UnscoredLimited · 12
$3,094184,900 mi

Comparison: 12 similar vehicles

Auburn, ME

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Auburn, ME

UnscoredLimited · 5
$3,094183,899 mi

Comparison: 5 similar vehicles

Auburn, ME

2013 GMC Terrain SLE-1

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

2013 GMC Terrain SLE-1

Belfast, ME

UnscoredInsufficient · 0
$3,480108,859 mi

Belfast, ME

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Auburn, ME

UnscoredModerate · 41
$3,594180,062 mi

Comparison: 41 similar vehicles

Auburn, ME

2015 Kia Sedona SX Limited

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

2015 Kia Sedona SX Limited

Auburn, ME

UnscoredInsufficient · 4
$3,594162,295 mi

Comparison: 4 similar vehicles

Auburn, 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

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Waldoboro, ME

UnscoredLimited · 11
$3,799154,485 mi

Comparison: 11 similar vehicles

Waldoboro, ME

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Belfast, ME

UnscoredInsufficient · 0
$3,990209,908 mi

Belfast, ME

2010 Subaru Outback 2.5i

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

2010 Subaru Outback 2.5i

Belfast, ME

UnscoredInsufficient · 0
$3,990153,177 mi

Belfast, ME

2018 Suzuki Unknown

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

2018 Suzuki Unknown

Augusta, ME

UnscoredInsufficient · 0
$3,9951,055 mi

Augusta, ME

2013 Kia Optima EX

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

2013 Kia Optima EX

Auburn, ME

UnscoredInsufficient · 3
$3,995243,732 mi

Comparison: 3 similar vehicles

Auburn, ME

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Brunswick, ME

UnscoredLimited · 10
$3,995238,934 mi

Comparison: 10 similar vehicles

Brunswick, ME

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

2014 Subaru Legacy 2.5i Sport

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

2014 Subaru Legacy 2.5i Sport

Auburn, ME

UnscoredInsufficient · 0
$4,094139,675 mi

Auburn, ME

2012 Toyota Yaris LE

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

2012 Toyota Yaris LE

Auburn, ME

UnscoredInsufficient · 0
$4,094155,115 mi

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

Belfast, ME

UnscoredLimited · 6
$4,288197,029 mi

Comparison: 6 similar vehicles

Belfast, ME

2012 MINI Cooper Base

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

2012 MINI Cooper Base

Belfast, ME

UnscoredInsufficient · 3
$4,43499,989 mi

Comparison: 3 similar vehicles

Belfast, ME

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Bangor, ME

UnscoredInsufficient · 3
$4,45074,623 mi

Comparison: 3 similar vehicles

Bangor, ME

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Auburn, ME

UnscoredLimited · 16
$4,474227,693 mi

Comparison: 16 similar vehicles

Auburn, ME

2012 Ford Focus Electric

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

2012 Ford Focus Electric

Gardiner, ME

UnscoredInsufficient · 0
$4,50031,458 mi

Gardiner, ME

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Auburn, ME

UnscoredLimited · 10
$4,505269,409 mi

Comparison: 10 similar vehicles

Auburn, ME

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Rockland, ME

UnscoredInsufficient · 0
$4,550219,455 mi

Rockland, ME

2019 Subaru Impreza Premium

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

2019 Subaru Impreza Premium

Auburn, ME

UnscoredInsufficient · 3
$4,594153,979 mi

Comparison: 3 similar vehicles

Auburn, 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

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Auburn, ME

Fair PriceLimited · 12
$4,59492,255 mi

Market: $3,094 – $8,950

Comparison: 12 similar vehicles

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

Auburn, ME

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Auburn, ME

UnscoredLimited · 12
$4,594171,367 mi

Comparison: 12 similar vehicles

Auburn, ME

2018 Buick Encore Preferred

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

2018 Buick Encore Preferred

Belfast, ME

UnscoredLimited · 10
$4,645151,966 mi

Comparison: 10 similar vehicles

Belfast, ME

2016 Dodge Dart SXT Sport

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

2016 Dodge Dart SXT Sport

Waterville, ME

UnscoredInsufficient · 0
$4,700118,934 mi

Waterville, ME

2011 Kia Soul

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

2011 Kia Soul

Sabattus, ME

UnscoredInsufficient · 0
$4,900121,681 mi

Sabattus, ME

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Bangor, ME

UnscoredLimited · 11
$4,950143,270 mi

Comparison: 11 similar vehicles

Bangor, ME

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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 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, and exports.
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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