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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

331 listings found

2005 Lincoln Aviator Luxury

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

2005 Lincoln Aviator Luxury

Oklahoma City, OK

UnscoredInsufficient · 0
$3,450132,601 mi

Oklahoma City, OK

2009 Lincoln MKS V6

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

2009 Lincoln MKS V6

Oklahoma City, OK

UnscoredInsufficient · 0
$3,495204,050 mi

Oklahoma City, OK

2004 Lincoln LS Luxury

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

2004 Lincoln LS Luxury

Oklahoma City, OK

UnscoredInsufficient · 0
$3,500177,411 mi

Oklahoma City, OK

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Oklahoma City, OK

UnscoredInsufficient · 0
$4,500154,091 mi

Oklahoma City, OK

2006 Lincoln Town Car Signature Limited

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

2006 Lincoln Town Car Signature Limited

Oklahoma City, OK

UnscoredInsufficient · 0
$4,71197,150 mi

Oklahoma City, OK

2008 Lincoln Navigator Luxury

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

2008 Lincoln Navigator Luxury

Oklahoma City, OK

UnscoredInsufficient · 0
$4,990150,973 mi

Oklahoma City, OK

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Oklahoma City, OK

UnscoredLimited · 6
$5,199123,942 mi

Comparison: 6 similar vehicles

Oklahoma City, OK

2009 Lincoln Navigator Luxury

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

2009 Lincoln Navigator Luxury

Oklahoma City, OK

UnscoredInsufficient · 0
$5,650183,052 mi

Oklahoma City, OK

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

Oklahoma City, OK

UnscoredInsufficient · 3
$6,450148,257 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2014 Lincoln MKX Base

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

2014 Lincoln MKX Base

Oklahoma City, OK

UnscoredInsufficient · 3
$6,490190,043 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Oklahoma City, OK

UnscoredInsufficient · 3
$6,500176,941 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2019 Lincoln MKT Reserve

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

2019 Lincoln MKT Reserve

Oklahoma City, OK

UnscoredInsufficient · 0
$6,850170,764 mi

Oklahoma City, OK

2012 Lincoln MKT EcoBoost

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

2012 Lincoln MKT EcoBoost

Oklahoma City, OK

UnscoredInsufficient · 0
$6,900179,076 mi

Oklahoma City, OK

2011 Lincoln MKT EcoBoost

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

2011 Lincoln MKT EcoBoost

Oklahoma City, OK

UnscoredInsufficient · 0
$6,995140,560 mi

Oklahoma City, OK

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Oklahoma City, OK

UnscoredInsufficient · 0
$7,500209,000 mi

Oklahoma City, OK

1998 Lincoln Town Car SIGNATURE

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

1998 Lincoln Town Car SIGNATURE

Oklahoma City, OK

UnscoredInsufficient · 0
$7,95063,605 mi

Oklahoma City, OK

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Oklahoma City, OK

UnscoredLimited · 12
$7,995134,309 mi

Comparison: 12 similar vehicles

Oklahoma City, OK

2017 Lincoln MKC Reserve

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

2017 Lincoln MKC Reserve

Oklahoma City, OK

UnscoredLimited · 6
$8,450140,588 mi

Comparison: 6 similar vehicles

Oklahoma City, OK

2013 Lincoln MKS Base

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

2013 Lincoln MKS Base

Oklahoma City, OK

UnscoredInsufficient · 4
$8,49993,442 mi

Comparison: 4 similar vehicles

Oklahoma City, OK

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Oklahoma City, OK

UnscoredInsufficient · 3
$8,777147,296 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2016 Lincoln MKS Base

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

2016 Lincoln MKS Base

Oklahoma City, OK

UnscoredLimited · 5
$8,899137,867 mi

Comparison: 5 similar vehicles

Oklahoma City, OK

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Oklahoma City, OK

UnscoredLimited · 5
$8,988119,421 mi

Comparison: 5 similar vehicles

Oklahoma City, OK

2014 Lincoln MKZ Hybrid

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

2014 Lincoln MKZ Hybrid

Oklahoma City, OK

OverpricedLimited · 13
$9,195135,444 mi

Market: $5,990 – $6,900

Comparison: 13 similar vehicles

Priced ~33% above the typical market range for similar vehicles (based on current market benchmarks)

Oklahoma City, OK

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Oklahoma City, OK

UnscoredLimited · 10
$9,300201,419 mi

Comparison: 10 similar vehicles

Oklahoma City, OK

2018 Lincoln MKC Base/Premiere

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

2018 Lincoln MKC Base/Premiere

Oklahoma City, OK

UnscoredInsufficient · 0
$10,000103,328 mi

Oklahoma City, OK

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Oklahoma City, OK

UnscoredInsufficient · 3
$10,000129,686 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2015 Lincoln MKT EcoBoost

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

2015 Lincoln MKT EcoBoost

Oklahoma City, OK

UnscoredInsufficient · 0
$10,99561,669 mi

Oklahoma City, OK

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Oklahoma City, OK

UnscoredLimited · 11
$10,995127,729 mi

Comparison: 11 similar vehicles

Oklahoma City, OK

2018 Lincoln MKC Reserve

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

2018 Lincoln MKC Reserve

Oklahoma City, OK

UnscoredInsufficient · 0
$11,688109,802 mi

Oklahoma City, OK

2017 Lincoln MKX Reserve

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

2017 Lincoln MKX Reserve

Oklahoma City, OK

UnscoredInsufficient · 4
$11,900108,816 mi

Comparison: 4 similar vehicles

Oklahoma City, OK

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Oklahoma City, OK

UnscoredLimited · 8
$11,995Mileage not verified

Comparison: 8 similar vehicles

Oklahoma City, OK

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Oklahoma City, OK

UnscoredLimited · 18
$12,000127,518 mi

Comparison: 18 similar vehicles

Oklahoma City, OK

2013 Lincoln Navigator Base

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

2013 Lincoln Navigator Base

Oklahoma City, OK

UnscoredInsufficient · 0
$12,995127,490 mi

Oklahoma City, OK

No Photo

2016 Lincoln MKX Reserve

Oklahoma City, OK

UnscoredLimited · 5
$13,20080,150 mi

Comparison: 5 similar vehicles

Oklahoma City, OK

2017 Lincoln Continental Reserve

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

2017 Lincoln Continental Reserve

Oklahoma City, OK

UnscoredLimited · 5
$13,340132,535 mi

Comparison: 5 similar vehicles

Oklahoma City, OK

2019 Lincoln MKC Select

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

2019 Lincoln MKC Select

Oklahoma City, OK

UnscoredInsufficient · 3
$13,90078,916 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2019 Lincoln MKC Select

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

2019 Lincoln MKC Select

Oklahoma City, OK

UnscoredInsufficient · 4
$14,250113,595 mi

Comparison: 4 similar vehicles

Oklahoma City, OK

2001 Lincoln Town Car Executive

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

2001 Lincoln Town Car Executive

Oklahoma City, OK

UnscoredInsufficient · 0
$14,99561,409 mi

Oklahoma City, OK

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Oklahoma City, OK

OverpricedLimited · 18
$15,950106,271 mi

Market: $12,000 – $15,940

Comparison: 18 similar vehicles

Oklahoma City, OK

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Oklahoma City, OK

UnscoredInsufficient · 0
$15,99554,576 mi

Oklahoma City, OK

2018 Lincoln MKZ Select

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

2018 Lincoln MKZ Select

Oklahoma City, OK

UnscoredInsufficient · 3
$15,99889,733 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2017 Lincoln Navigator Select

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

2017 Lincoln Navigator Select

Oklahoma City, OK

UnscoredLimited · 6
$16,09999,957 mi

Comparison: 6 similar vehicles

Oklahoma City, OK

No Photo

2019 Lincoln Nautilus Reserve

Oklahoma City, OK

UnscoredInsufficient · 4
$16,84998,208 mi

Comparison: 4 similar vehicles

Oklahoma City, OK

2020 Lincoln Corsair Reserve

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

2020 Lincoln Corsair Reserve

Oklahoma City, OK

Fair PriceLimited · 10
$16,900105,311 mi

Market: $16,699 – $26,985

Comparison: 10 similar vehicles

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

Oklahoma City, OK

2019 Lincoln Navigator Base

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

2019 Lincoln Navigator Base

Oklahoma City, OK

UnscoredInsufficient · 0
$17,200163,960 mi

Oklahoma City, OK

2021 Lincoln Corsair Base

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

2021 Lincoln Corsair Base

Oklahoma City, OK

UnscoredLimited · 5
$17,290105,921 mi

Comparison: 5 similar vehicles

Oklahoma City, OK

No Photo

2018 Lincoln MKC Reserve

Oklahoma City, OK

UnscoredInsufficient · 0
$17,90056,650 mi

Oklahoma City, OK

2018 Lincoln MKX Reserve

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

2018 Lincoln MKX Reserve

Oklahoma City, OK

Fair PriceModerate · 21
$17,99081,339 mi

Market: $8,257 – $20,990

Comparison: 21 similar vehicles

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

Oklahoma City, OK

2019 Lincoln MKC Select

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

2019 Lincoln MKC Select

Oklahoma City, OK

UnscoredInsufficient · 3
$17,99879,348 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2017 Lincoln MKT EcoBoost

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

2017 Lincoln MKT EcoBoost

Oklahoma City, OK

UnscoredInsufficient · 0
$18,59069,417 mi

Oklahoma City, OK

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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