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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 18, 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

12,665 listings found

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Waco, TX

UnscoredInsufficient · 0
$1,779159,708 mi

Waco, TX

2011 Ford Focus SE

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

2011 Ford Focus SE

Temple, TX

UnscoredLimited · 10
$1,950273,550 mi

Comparison: 10 similar vehicles

Temple, TX

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Granbury, TX

UnscoredInsufficient · 3
$2,500209,742 mi

Comparison: 3 similar vehicles

Granbury, TX

2008 Nissan Maxima SL

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

2008 Nissan Maxima SL

Granbury, TX

UnscoredInsufficient · 3
$2,500224,631 mi

Comparison: 3 similar vehicles

Granbury, TX

2009 Ford Flex LIMITED

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

2009 Ford Flex LIMITED

Killeen, TX

UnscoredInsufficient · 0
$2,800113,108 mi

Killeen, TX

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Waco, TX

UnscoredLimited · 14
$2,996152,488 mi

Comparison: 14 similar vehicles

Waco, TX

2011 Volvo XC70 3.2

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

2011 Volvo XC70 3.2

Waco, TX

UnscoredInsufficient · 0
$3,000167,701 mi

Waco, TX

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Waco, TX

UnscoredLimited · 5
$3,450186,433 mi

Comparison: 5 similar vehicles

Waco, TX

2015 Nissan Versa Sedan S Plus

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

2015 Nissan Versa Sedan S Plus

Waco, TX

UnscoredLimited · 7
$3,495121,161 mi

Comparison: 7 similar vehicles

Waco, TX

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Waco, TX

UnscoredLimited · 16
$3,495233,053 mi

Comparison: 16 similar vehicles

Waco, TX

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Waco, TX

UnscoredInsufficient · 4
$3,500209,706 mi

Comparison: 4 similar vehicles

Waco, TX

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

Waco, TX

UnscoredInsufficient · 0
$3,500214,427 mi

Waco, TX

2009 Nissan Altima S

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

2009 Nissan Altima S

Temple, TX

UnscoredModerate · 20
$3,500167,986 mi

Comparison: 20 similar vehicles

Temple, TX

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Granbury, TX

UnscoredLimited · 13
$3,500181,624 mi

Comparison: 13 similar vehicles

Granbury, TX

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Granbury, TX

UnscoredLimited · 17
$3,52995,435 mi

Comparison: 17 similar vehicles

Granbury, TX

2015 Chevrolet Malibu 1LZ

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

2015 Chevrolet Malibu 1LZ

Alvarado, TX

UnscoredInsufficient · 0
$3,550145,441 mi

Alvarado, TX

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Temple, TX

UnscoredModerate · 33
$3,900141,589 mi

Comparison: 33 similar vehicles

Temple, TX

2012 Nissan Murano LE

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

2012 Nissan Murano LE

Temple, TX

UnscoredLimited · 6
$3,950187,384 mi

Comparison: 6 similar vehicles

Temple, TX

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Cleburne, TX

UnscoredInsufficient · 0
$3,950185,373 mi

Cleburne, TX

2011 Subaru Outback 2.5i

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

2011 Subaru Outback 2.5i

Waco, TX

UnscoredInsufficient · 3
$3,995235,520 mi

Comparison: 3 similar vehicles

Waco, TX

2007 Mitsubishi Eclipse GS

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

2007 Mitsubishi Eclipse GS

Killeen, TX

UnscoredInsufficient · 3
$3,995174,029 mi

Comparison: 3 similar vehicles

Killeen, TX

1994 Plymouth Acclaim

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

1994 Plymouth Acclaim

Killeen, TX

UnscoredInsufficient · 0
$3,99575,357 mi

Killeen, TX

2008 INFINITI G 35 Journey

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

2008 INFINITI G 35 Journey

Granbury, TX

UnscoredInsufficient · 0
$4,000153,261 mi

Granbury, TX

2008 Nissan Xterra SE

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

2008 Nissan Xterra SE

Killeen, TX

UnscoredInsufficient · 0
$4,095214,162 mi

Killeen, TX

2003 Mitsubishi Outlander XLS AWD

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

2003 Mitsubishi Outlander XLS AWD

Killeen, TX

UnscoredInsufficient · 0
$4,150194,420 mi

Killeen, TX

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Killeen, TX

UnscoredInsufficient · 0
$4,295175,425 mi

Killeen, TX

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Killeen, TX

UnscoredInsufficient · 0
$4,450228,569 mi

Killeen, TX

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Killeen, TX

UnscoredLimited · 8
$4,495176,627 mi

Comparison: 8 similar vehicles

Killeen, TX

2016 Nissan Altima S

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

2016 Nissan Altima S

Gatesville, TX

UnscoredModerate · 43
$4,500133,800 mi

Comparison: 43 similar vehicles

Gatesville, TX

No Photo

2013 Ford Fiesta SE

Alvarado, TX

UnscoredLimited · 7
$4,50096,234 mi

Comparison: 7 similar vehicles

Alvarado, TX

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Granbury, TX

UnscoredInsufficient · 4
$4,500146,557 mi

Comparison: 4 similar vehicles

Granbury, TX

No Photo

2013 Hyundai Elantra GLS

Alvarado, TX

UnscoredLimited · 12
$4,500170,231 mi

Comparison: 12 similar vehicles

Alvarado, TX

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Killeen, TX

UnscoredInsufficient · 3
$4,500226,827 mi

Comparison: 3 similar vehicles

Killeen, TX

2011 Lincoln Town Car Signature Limited

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

2011 Lincoln Town Car Signature Limited

Temple, TX

UnscoredInsufficient · 4
$4,500239,954 mi

Comparison: 4 similar vehicles

Temple, TX

2005 Honda Odyssey EX

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

2005 Honda Odyssey EX

Killeen, TX

UnscoredInsufficient · 4
$4,500221,214 mi

Comparison: 4 similar vehicles

Killeen, TX

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Killeen, TX

UnscoredModerate · 33
$4,550215,208 mi

Comparison: 33 similar vehicles

Killeen, TX

2010 Kia Soul Exclaim

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

2010 Kia Soul Exclaim

Killeen, TX

UnscoredLimited · 8
$4,550207,102 mi

Comparison: 8 similar vehicles

Killeen, TX

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Killeen, TX

UnscoredLimited · 5
$4,550234,502 mi

Comparison: 5 similar vehicles

Killeen, TX

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Killeen, TX

UnscoredLimited · 6
$4,612151,484 mi

Comparison: 6 similar vehicles

Killeen, TX

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Killeen, TX

UnscoredLimited · 10
$4,762145,010 mi

Comparison: 10 similar vehicles

Killeen, TX

No Photo

2015 Chevrolet Equinox LS

Alvarado, TX

UnscoredLimited · 13
$4,800127,245 mi

Comparison: 13 similar vehicles

Alvarado, TX

2013 Chevrolet Captiva Sport LTZ

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

2013 Chevrolet Captiva Sport LTZ

Killeen, TX

UnscoredInsufficient · 0
$4,850166,734 mi

Killeen, TX

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Granbury, TX

UnscoredLimited · 19
$4,900218,209 mi

Comparison: 19 similar vehicles

Granbury, TX

2003 Cadillac Escalade ESV Base

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

2003 Cadillac Escalade ESV Base

Temple, TX

UnscoredInsufficient · 0
$4,900263,801 mi

Temple, TX

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Temple, TX

Salvage title
$4,950115,722 mi

Temple, TX

2017 Nissan Maxima S

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

2017 Nissan Maxima S

Temple, TX

UnscoredLimited · 13
$4,950151,939 mi

Comparison: 13 similar vehicles

Temple, TX

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Temple, TX

UnscoredModerate · 23
$4,950114,352 mi

Comparison: 23 similar vehicles

Temple, TX

2015 Nissan Altima S

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

2015 Nissan Altima S

Temple, TX

UnscoredLimited · 7
$4,950119,141 mi

Comparison: 7 similar vehicles

Temple, TX

2015 Nissan Altima S

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

2015 Nissan Altima S

Temple, TX

UnscoredLimited · 7
$4,950137,460 mi

Comparison: 7 similar vehicles

Temple, TX

2015 Hyundai Santa Fe Sport

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

2015 Hyundai Santa Fe Sport

Waco, TX

UnscoredModerate · 25
$4,950147,565 mi

Comparison: 25 similar vehicles

Waco, TX

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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