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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 21, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

259 listings found

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Abilene, TX

UnscoredModerate · 20
$1,250164,642 mi

Comparison: 20 similar vehicles

Abilene, TX

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Abilene, TX

UnscoredLimited · 15
$1,350132,775 mi

Comparison: 15 similar vehicles

Abilene, TX

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Abilene, TX

UnscoredModerate · 22
$1,500183,243 mi

Comparison: 22 similar vehicles

Abilene, TX

2012 Honda Accord LX

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

2012 Honda Accord LX

Abilene, TX

UnscoredModerate · 20
$1,500180,881 mi

Comparison: 20 similar vehicles

Abilene, TX

2010 Honda Civic EX

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

2010 Honda Civic EX

Abilene, TX

UnscoredInsufficient · 3
$1,500178,388 mi

Comparison: 3 similar vehicles

Abilene, TX

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Abilene, TX

UnscoredLimited · 5
$1,650146,905 mi

Comparison: 5 similar vehicles

Abilene, TX

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Abilene, TX

UnscoredModerate · 30
$1,800185,876 mi

Comparison: 30 similar vehicles

Abilene, TX

2014 Nissan Altima S

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

2014 Nissan Altima S

Abilene, TX

UnscoredModerate · 34
$5,500191,486 mi

Comparison: 34 similar vehicles

Abilene, TX

2002 Toyota Camry XLE

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

2002 Toyota Camry XLE

Abilene, TX

UnscoredInsufficient · 0
$5,500175,841 mi

Abilene, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Abilene, TX

UnscoredModerate · 41
$5,900192,209 mi

Comparison: 41 similar vehicles

Abilene, TX

1999 Oldsmobile Intrigue GLS

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

1999 Oldsmobile Intrigue GLS

Abilene, TX

UnscoredInsufficient · 0
$5,985Mileage not verified

Abilene, TX

2011 Hyundai Genesis 4.6

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

2011 Hyundai Genesis 4.6

Abilene, TX

UnscoredInsufficient · 0
$6,985143,081 mi

Abilene, TX

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Eastland, TX

UnscoredInsufficient · 0
$6,995101,883 mi

Eastland, TX

2018 Ford Focus SE

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

2018 Ford Focus SE

Abilene, TX

Fair PriceModerate · 44
$7,950118,230 mi

Market: $5,177 – $13,495

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Abilene, TX

2015 Hyundai Elantra Limited

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

2015 Hyundai Elantra Limited

Abilene, TX

UnscoredInsufficient · 0
$7,975105,235 mi

Abilene, TX

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Eastland, TX

UnscoredInsufficient · 4
$7,995Mileage not verified

Comparison: 4 similar vehicles

Eastland, TX

2005 Chevrolet Malibu LS

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

2005 Chevrolet Malibu LS

Abilene, TX

UnscoredInsufficient · 0
$7,995153,431 mi

Abilene, TX

2015 Chevrolet Impala 1LT

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

2015 Chevrolet Impala 1LT

Abilene, TX

UnscoredInsufficient · 0
$8,500141,916 mi

Abilene, TX

2005 Lincoln Town Car Signature

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

2005 Lincoln Town Car Signature

Abilene, TX

UnscoredInsufficient · 0
$8,985143,925 mi

Abilene, TX

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Abilene, TX

UnscoredInsufficient · 3
$8,995201,260 mi

Comparison: 3 similar vehicles

Abilene, TX

2011 Honda Civic LX

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

2011 Honda Civic LX

Eastland, TX

OverpricedLimited · 12
$8,995130,542 mi

Market: $5,377 – $7,995

Comparison: 12 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Eastland, TX

No Photo

2018 Chevrolet Malibu 1LS

Abilene, TX

UnscoredModerate · 23
$9,995157,952 mi

Comparison: 23 similar vehicles

Abilene, TX

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Abilene, TX

UnscoredLimited · 5
$9,995108,425 mi

Comparison: 5 similar vehicles

Abilene, TX

2014 Hyundai Sonata Limited

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

2014 Hyundai Sonata Limited

Eastland, TX

UnscoredLimited · 5
$9,995121,738 mi

Comparison: 5 similar vehicles

Eastland, TX

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Abilene, TX

Fair PriceModerate · 38
$10,75595,965 mi

Market: $4,995 – $18,995

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Abilene, TX

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Abilene, TX

Fair PriceLimited · 15
$10,90075,711 mi

Market: $5,995 – $16,500

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Abilene, TX

2016 Hyundai Elantra Limited

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

2016 Hyundai Elantra Limited

Abilene, TX

UnscoredInsufficient · 0
$10,900104,364 mi

Abilene, TX

2012 BMW 5 Series 535i

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

2012 BMW 5 Series 535i

Abilene, TX

UnscoredLimited · 6
$10,900147,233 mi

Comparison: 6 similar vehicles

Abilene, TX

2017 Subaru Impreza Premium

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

2017 Subaru Impreza Premium

Eastland, TX

UnscoredInsufficient · 0
$10,995134,293 mi

Eastland, TX

2017 Lincoln MKZ Reserve

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

2017 Lincoln MKZ Reserve

Breckenridge, TX

UnscoredModerate · 23
$11,212128,889 mi

Comparison: 23 similar vehicles

Breckenridge, TX

2016 Volkswagen Jetta Sport

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

2016 Volkswagen Jetta Sport

Abilene, TX

UnscoredInsufficient · 3
$11,21686,681 mi

Comparison: 3 similar vehicles

Abilene, TX

2017 Cadillac ATS Sedan Base

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

2017 Cadillac ATS Sedan Base

Abilene, TX

UnscoredInsufficient · 0
$11,499112,380 mi

Abilene, TX

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Lawn, TX

UnscoredModerate · 21
$11,950152,999 mi

Comparison: 21 similar vehicles

Lawn, TX

2016 Mercedes-Benz CLA-Class CLA250

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

2016 Mercedes-Benz CLA-Class CLA250

Abilene, TX

UnscoredInsufficient · 0
$11,995129,532 mi

Abilene, TX

2015 Ford Taurus Limited

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

2015 Ford Taurus Limited

Eastland, TX

UnscoredLimited · 7
$11,995116,240 mi

Comparison: 7 similar vehicles

Eastland, TX

2023 Nissan Versa Sedan S

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

2023 Nissan Versa Sedan S

Abilene, TX

UnscoredLimited · 5
$12,079111,987 mi

Comparison: 5 similar vehicles

Abilene, TX

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Abilene, TX

Fair PriceModerate · 22
$13,59179,215 mi

Market: $5,378 – $17,998

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Abilene, TX

2018 INFINITI Q50 SPORT

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

2018 INFINITI Q50 SPORT

Abilene, TX

UnscoredInsufficient · 0
$14,575105,001 mi

Abilene, TX

2018 Dodge Charger Daytona

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

2018 Dodge Charger Daytona

Hawley, TX

UnscoredLimited · 7
$14,750137,910 mi

Comparison: 7 similar vehicles

Hawley, TX

2017 Honda Accord LX

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

2017 Honda Accord LX

Baird, TX

Fair PriceLimited · 18
$14,775112,147 mi

Market: $9,200 – $19,998

Comparison: 18 similar vehicles

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

Baird, TX

2020 Nissan Altima SL

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

2020 Nissan Altima SL

Abilene, TX

UnscoredLimited · 6
$14,990110,903 mi

Comparison: 6 similar vehicles

Abilene, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Abilene, TX

Fair PriceRobust · 68
$14,99174,108 mi

Market: $4,680 – $21,941

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Abilene, TX

2019 Nissan Maxima SL

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

2019 Nissan Maxima SL

Abilene, TX

UnscoredInsufficient · 0
$15,019106,682 mi

Abilene, TX

2018 Volkswagen Passat S

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

2018 Volkswagen Passat S

Abilene, TX

UnscoredInsufficient · 0
$15,90077,409 mi

Abilene, TX

2023 Kia Rio S

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

2023 Kia Rio S

Abilene, TX

UnscoredInsufficient · 0
$15,97045,569 mi

Abilene, TX

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Abilene, TX

Fair PriceModerate · 22
$15,98067,436 mi

Market: $4,900 – $19,599

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Abilene, TX

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Abilene, TX

Fair PriceModerate · 39
$15,99195,113 mi

Market: $9,499 – $23,675

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Abilene, TX

2021 Volkswagen Passat SE

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

2021 Volkswagen Passat SE

Abilene, TX

UnscoredInsufficient · 0
$17,22557,524 mi

Abilene, TX

2025 Nissan Versa Sedan S

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

2025 Nissan Versa Sedan S

Abilene, TX

UnscoredLimited · 9
$17,47535,629 mi

Comparison: 9 similar vehicles

Abilene, TX

2021 Kia K5 LXS

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

2021 Kia K5 LXS

Abilene, TX

UnscoredInsufficient · 0
$17,70043,967 mi

Abilene, 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 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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