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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

620 listings found

2007 Lincoln MKZ Base

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

2007 Lincoln MKZ Base

Phoenix, AZ

UnscoredInsufficient · 0
$2,999137,099 mi

Phoenix, AZ

2013 Lincoln MKT EcoBoost

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

2013 Lincoln MKT EcoBoost

Phoenix, AZ

UnscoredInsufficient · 0
$3,500140,670 mi

Phoenix, AZ

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Phoenix, AZ

UnscoredInsufficient · 0
$3,999148,095 mi

Phoenix, AZ

2019 Lincoln MKT Base

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

2019 Lincoln MKT Base

Phoenix, AZ

UnscoredInsufficient · 0
$4,300223,892 mi

Phoenix, AZ

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Chandler, AZ

UnscoredInsufficient · 0
$4,900138,573 mi

Chandler, AZ

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

Mesa, AZ

UnscoredInsufficient · 0
$4,950100,072 mi

Mesa, AZ

2004 Lincoln Town Car Signature

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

2004 Lincoln Town Car Signature

Phoenix, AZ

UnscoredInsufficient · 0
$5,495152,845 mi

Phoenix, AZ

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Phoenix, AZ

UnscoredInsufficient · 0
$5,915156,905 mi

Phoenix, AZ

1996 Lincoln Mark VIII

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

1996 Lincoln Mark VIII

Phoenix, AZ

UnscoredInsufficient · 0
$5,988100,400 mi

Phoenix, AZ

2016 Lincoln Navigator Reserve

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

2016 Lincoln Navigator Reserve

Phoenix, AZ

UnscoredInsufficient · 0
$6,300196,409 mi

Phoenix, AZ

2016 Lincoln MKX Select

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

2016 Lincoln MKX Select

Phoenix, AZ

Unscored
$6,750147,255 mi

Comparison: 5 similar vehicles

Phoenix, AZ

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Phoenix, AZ

UnscoredInsufficient · 0
$6,750136,000 mi

Phoenix, AZ

2011 Lincoln MKS Base

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

2011 Lincoln MKS Base

Tempe, AZ

Unscored
$6,795154,212 mi

Comparison: 8 similar vehicles

Tempe, AZ

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Phoenix, AZ

UnscoredInsufficient · 3
$6,950132,000 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Mesa, AZ

UnscoredInsufficient · 0
$6,99591,403 mi

Mesa, AZ

2014 Lincoln MKZ Base

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

2014 Lincoln MKZ Base

Phoenix, AZ

UnscoredInsufficient · 3
$7,20089,757 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2008 Lincoln Town Car Signature Limited

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

2008 Lincoln Town Car Signature Limited

Phoenix, AZ

UnscoredInsufficient · 0
$7,500153,971 mi

Phoenix, AZ

2003 Lincoln Town Car Cartier

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

2003 Lincoln Town Car Cartier

Tempe, AZ

UnscoredInsufficient · 0
$7,599119,755 mi

Tempe, AZ

1996 Lincoln Town Car

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

1996 Lincoln Town Car

Phoenix, AZ

UnscoredInsufficient · 0
$7,95088,481 mi

Phoenix, AZ

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Mesa, AZ

UnscoredInsufficient · 0
$8,200176,909 mi

Mesa, AZ

2007 Lincoln Town Car Signature

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

2007 Lincoln Town Car Signature

Phoenix, AZ

UnscoredInsufficient · 0
$8,495109,040 mi

Phoenix, AZ

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Mesa, AZ

Unscored
$8,499137,487 mi

Comparison: 17 similar vehicles

Mesa, AZ

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Tempe, AZ

UnscoredInsufficient · 0
$8,499117,277 mi

Tempe, AZ

2014 Lincoln Navigator Base

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

2014 Lincoln Navigator Base

Phoenix, AZ

UnscoredInsufficient · 0
$8,500162,037 mi

Phoenix, AZ

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Chandler, AZ

UnscoredInsufficient · 0
$8,556145,544 mi

Chandler, AZ

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Mesa, AZ

UnscoredInsufficient · 3
$8,995138,576 mi

Comparison: 3 similar vehicles

Mesa, AZ

2009 Lincoln Town Car Signature Limited

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

2009 Lincoln Town Car Signature Limited

Phoenix, AZ

UnscoredInsufficient · 0
$8,995141,204 mi

Phoenix, AZ

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Phoenix, AZ

UnscoredInsufficient · 0
$8,999108,000 mi

Phoenix, AZ

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Mesa, AZ

UnscoredInsufficient · 0
$9,299120,011 mi

Mesa, AZ

2013 Lincoln Navigator Base

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

2013 Lincoln Navigator Base

Phoenix, AZ

UnscoredInsufficient · 0
$9,495148,302 mi

Phoenix, AZ

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Tempe, AZ

UnscoredInsufficient · 3
$9,594124,184 mi

Comparison: 3 similar vehicles

Tempe, AZ

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Chandler, AZ

UnscoredInsufficient · 0
$9,790125,691 mi

Chandler, AZ

2010 Lincoln Navigator Base

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

2010 Lincoln Navigator Base

Glendale, AZ

UnscoredInsufficient · 0
$10,500137,047 mi

Glendale, AZ

2011 Lincoln MKS Base

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

2011 Lincoln MKS Base

Mesa, AZ

UnscoredInsufficient · 0
$10,99981,952 mi

Mesa, AZ

2019 Lincoln MKC Base

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

2019 Lincoln MKC Base

Mesa, AZ

UnscoredInsufficient · 0
$11,295107,640 mi

Mesa, AZ

2019 Lincoln MKZ Reserve I

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

2019 Lincoln MKZ Reserve I

Mesa, AZ

UnscoredInsufficient · 0
$11,495122,515 mi

Mesa, AZ

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Phoenix, AZ

UnscoredInsufficient · 4
$11,900103,988 mi

Comparison: 4 similar vehicles

Phoenix, AZ

No Photo

2017 Lincoln Navigator Select

Phoenix, AZ

UnscoredInsufficient · 0
$11,900154,463 mi

Phoenix, AZ

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Phoenix, AZ

UnscoredInsufficient · 0
$11,950131,956 mi

Phoenix, AZ

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Phoenix, AZ

UnscoredInsufficient · 4
$11,995134,399 mi

Comparison: 4 similar vehicles

Phoenix, AZ

2019 Lincoln Nautilus Reserve

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

2019 Lincoln Nautilus Reserve

Phoenix, AZ

UnscoredInsufficient · 3
$12,20094,656 mi

Comparison: 3 similar vehicles

Phoenix, AZ

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Tempe, AZ

Unscored
$12,28888,285 mi

Comparison: 5 similar vehicles

Tempe, AZ

2010 Lincoln Town Car Signature Limited

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

2010 Lincoln Town Car Signature Limited

Phoenix, AZ

UnscoredInsufficient · 0
$12,79582,531 mi

Phoenix, AZ

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Phoenix, AZ

UnscoredInsufficient · 0
$12,92778,191 mi

Phoenix, AZ

2016 Lincoln Navigator Reserve

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

2016 Lincoln Navigator Reserve

Mesa, AZ

UnscoredInsufficient · 0
$12,995107,310 mi

Mesa, AZ

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Mesa, AZ

Salvage title
$12,99966,835 mi

Mesa, AZ

2019 Lincoln Nautilus Reserve

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

2019 Lincoln Nautilus Reserve

Tempe, AZ

UnscoredInsufficient · 4
$13,095117,060 mi

Comparison: 4 similar vehicles

Tempe, AZ

2017 Lincoln MKC Select

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

2017 Lincoln MKC Select

Phoenix, AZ

UnscoredInsufficient · 0
$13,29565,775 mi

Phoenix, AZ

2019 Lincoln MKC Reserve

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

2019 Lincoln MKC Reserve

Phoenix, AZ

Unscored
$13,495113,819 mi

Comparison: 13 similar vehicles

Phoenix, AZ

2016 Lincoln MKX Select

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

2016 Lincoln MKX Select

Phoenix, AZ

Unscored
$13,900139,408 mi

Comparison: 5 similar vehicles

Phoenix, AZ

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.
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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