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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

126 listings found

1997 Lincoln Town Car EXECUTIVE

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

1997 Lincoln Town Car EXECUTIVE

Albuquerque, NM

UnscoredInsufficient · 0
$4,91292,687 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$5,999115,651 mi

Albuquerque, NM

2017 Lincoln MKC Premiere

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

2017 Lincoln MKC Premiere

Albuquerque, NM

Salvage title
$9,85063,700 mi

Albuquerque, NM

2017 Lincoln MKX Premiere

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

2017 Lincoln MKX Premiere

Albuquerque, NM

UnscoredInsufficient · 0
$10,99991,359 mi

Albuquerque, NM

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Albuquerque, NM

UnscoredInsufficient · 0
$11,99565,485 mi

Albuquerque, NM

2017 Lincoln MKX Select

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

2017 Lincoln MKX Select

Albuquerque, NM

UnscoredInsufficient · 0
$12,384132,184 mi

Albuquerque, NM

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$12,950105,443 mi

Albuquerque, NM

2017 Lincoln MKC Premiere

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

2017 Lincoln MKC Premiere

Albuquerque, NM

UnscoredInsufficient · 0
$13,75070,855 mi

Albuquerque, NM

2020 Lincoln Nautilus Base

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

2020 Lincoln Nautilus Base

Albuquerque, NM

UnscoredInsufficient · 0
$13,99994,101 mi

Albuquerque, NM

2016 Lincoln MKZ Base

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

2016 Lincoln MKZ Base

Albuquerque, NM

UnscoredInsufficient · 0
$15,79459,951 mi

Albuquerque, NM

2017 Lincoln MKC Reserve

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

2017 Lincoln MKC Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$15,95077,179 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$15,950169,748 mi

Albuquerque, NM

2018 Lincoln MKC Reserve

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

2018 Lincoln MKC Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$17,90037,386 mi

Albuquerque, NM

2020 Lincoln MKZ Reserve II

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

2020 Lincoln MKZ Reserve II

Albuquerque, NM

UnscoredInsufficient · 0
$20,30978,915 mi

Albuquerque, NM

2022 Lincoln Corsair Base

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

2022 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 0
$20,49956,708 mi

Albuquerque, NM

2020 Lincoln Corsair Base

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

2020 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 0
$20,99871,193 mi

Albuquerque, NM

2018 Lincoln MKZ Reserve

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

2018 Lincoln MKZ Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$20,99850,975 mi

Albuquerque, NM

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

Albuquerque, NM

UnscoredInsufficient · 0
$21,00037,246 mi

Albuquerque, NM

2020 Lincoln Continental Base

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

2020 Lincoln Continental Base

Albuquerque, NM

UnscoredInsufficient · 0
$21,89676,875 mi

Albuquerque, NM

2017 Lincoln Navigator Select

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

2017 Lincoln Navigator Select

Albuquerque, NM

UnscoredInsufficient · 0
$23,45082,256 mi

Albuquerque, NM

2022 Lincoln Corsair Base

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

2022 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 0
$25,49944,084 mi

Albuquerque, NM

2020 Lincoln Corsair Reserve

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

2020 Lincoln Corsair Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$25,95038,553 mi

Albuquerque, NM

2022 Lincoln Corsair Reserve

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

2022 Lincoln Corsair Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$26,93237,436 mi

Albuquerque, NM

2020 Lincoln Navigator Reserve L

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

2020 Lincoln Navigator Reserve L

Albuquerque, NM

UnscoredInsufficient · 3
$30,79590,313 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2023 Lincoln Corsair Base

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

2023 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 4
$32,99928,153 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2020 Lincoln Navigator Reserve L

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

2020 Lincoln Navigator Reserve L

Albuquerque, NM

UnscoredInsufficient · 3
$34,980110,787 mi

Comparison: 3 similar vehicles

Albuquerque, NM

2023 Lincoln Nautilus Reserve

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

2023 Lincoln Nautilus Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$35,76033,477 mi

Albuquerque, NM

2023 Lincoln Corsair Reserve

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

2023 Lincoln Corsair Reserve

Albuquerque, NM

UnscoredInsufficient · 4
$36,99929,931 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2023 Lincoln Corsair Base

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

2023 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 0
$37,50031,859 mi

Albuquerque, NM

2023 Lincoln Corsair Base

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

2023 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 0
$37,50033,117 mi

Albuquerque, NM

2023 Lincoln Corsair Base

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

2023 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 4
$37,90029,243 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2023 Lincoln Corsair Base

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

2023 Lincoln Corsair Base

Albuquerque, NM

UnscoredInsufficient · 4
$38,23420,304 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2023 Lincoln Corsair Reserve

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

2023 Lincoln Corsair Reserve

Albuquerque, NM

UnscoredInsufficient · 4
$39,28229,567 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2023 Lincoln Corsair Reserve

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

2023 Lincoln Corsair Reserve

Albuquerque, NM

UnscoredInsufficient · 4
$39,66729,633 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2019 Lincoln Navigator Reserve

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

2019 Lincoln Navigator Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$39,95078,249 mi

Albuquerque, NM

2024 Lincoln Corsair Grand Touring

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

2024 Lincoln Corsair Grand Touring

Albuquerque, NM

UnscoredInsufficient · 0
$39,99813,365 mi

Albuquerque, NM

2023 Lincoln Aviator Reserve

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

2023 Lincoln Aviator Reserve

Albuquerque, NM

UnscoredInsufficient · 0
$42,34450,290 mi

Albuquerque, NM

2022 Lincoln Navigator Reserve L

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

2022 Lincoln Navigator Reserve L

Albuquerque, NM

UnscoredInsufficient · 0
$51,59553,292 mi

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,240Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

UnscoredInsufficient · 0
$52,24049,175 mi

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,240Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$52,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$53,240Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$53,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$53,990Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

2026 Lincoln Aviator Premiere

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

2026 Lincoln Aviator Premiere

Albuquerque, NM

UnscoredInsufficient · 3
$57,105Mileage not verified

Comparison: 3 similar vehicles

Albuquerque, NM

2026 Lincoln Nautilus Premiere

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

2026 Lincoln Nautilus Premiere

Albuquerque, NM

Fair PriceModerate · 23
$57,240Mileage not verified

Market: $52,240 – $64,490

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Albuquerque, NM

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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