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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 22, 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

309 listings found

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Texarkana, TX

UnscoredInsufficient · 0
$3,411209,585 mi

Texarkana, TX

2010 Volvo S80 3.2

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

2010 Volvo S80 3.2

Minden, LA

UnscoredInsufficient · 0
$3,500172,234 mi

Minden, LA

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Texarkana, TX

UnscoredLimited · 17
$4,500220,515 mi

Comparison: 17 similar vehicles

Texarkana, TX

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Texarkana, TX

UnscoredInsufficient · 0
$4,900122,065 mi

Texarkana, TX

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Hope, AR

UnscoredInsufficient · 0
$4,975218,020 mi

Hope, AR

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Texarkana, AR

UnscoredLimited · 8
$5,450120,635 mi

Comparison: 8 similar vehicles

Texarkana, AR

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Hope, AR

UnscoredLimited · 8
$6,995133,649 mi

Comparison: 8 similar vehicles

Hope, AR

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Minden, LA

UnscoredModerate · 20
$7,000190,132 mi

Comparison: 20 similar vehicles

Minden, LA

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Camden, AR

UnscoredInsufficient · 3
$7,884156,646 mi

Comparison: 3 similar vehicles

Camden, AR

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Hope, AR

UnscoredInsufficient · 0
$8,500130,176 mi

Hope, AR

2014 Honda Accord Sport

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

2014 Honda Accord Sport

Texarkana, TX

UnscoredModerate · 27
$8,574223,984 mi

Comparison: 27 similar vehicles

Texarkana, TX

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Texarkana, TX

UnscoredLimited · 5
$8,794137,528 mi

Comparison: 5 similar vehicles

Texarkana, TX

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

Texarkana, TX

UnscoredInsufficient · 0
$9,500151,456 mi

Texarkana, TX

2013 Chrysler 300 C

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

2013 Chrysler 300 C

Camden, AR

UnscoredInsufficient · 0
$9,761142,877 mi

Camden, AR

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Hope, AR

UnscoredRobust · 55
$9,890137,378 mi

Comparison: 55 similar vehicles

Hope, AR

2017 Toyota Camry SE

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

2017 Toyota Camry SE

El Dorado, AR

UnscoredLimited · 11
$9,995211,006 mi

Comparison: 11 similar vehicles

El Dorado, AR

2012 Acura TSX Base

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

2012 Acura TSX Base

Texarkana, TX

UnscoredLimited · 10
$9,995170,974 mi

Comparison: 10 similar vehicles

Texarkana, TX

2011 Toyota Camry LE

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

2011 Toyota Camry LE

El Dorado, AR

UnscoredLimited · 6
$9,99597,282 mi

Comparison: 6 similar vehicles

El Dorado, AR

2009 Lexus ES 350

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

2009 Lexus ES 350

Texarkana, TX

UnscoredLimited · 5
$9,995185,396 mi

Comparison: 5 similar vehicles

Texarkana, TX

2020 Nissan Altima S

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

2020 Nissan Altima S

Camden, AR

UnscoredModerate · 30
$9,997155,490 mi

Comparison: 30 similar vehicles

Camden, AR

2018 Nissan Altima SV

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

2018 Nissan Altima SV

Minden, LA

UnscoredLimited · 15
$9,998120,213 mi

Comparison: 15 similar vehicles

Minden, LA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hope, AR

Fair PriceLimited · 13
$10,33098,707 mi

Market: $3,750 – $14,495

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Hope, AR

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

El Dorado, AR

UnscoredInsufficient · 0
$10,995160,032 mi

El Dorado, AR

2018 Kia Optima LX

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

2018 Kia Optima LX

Hope, AR

Fair PriceLimited · 14
$11,04196,234 mi

Market: $5,750 – $14,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Hope, AR

2020 Hyundai Sonata SE

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

2020 Hyundai Sonata SE

El Dorado, AR

UnscoredInsufficient · 0
$11,500118,140 mi

El Dorado, AR

2019 Chevrolet Impala 1LT

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

2019 Chevrolet Impala 1LT

Minden, LA

Fair PriceModerate · 27
$11,855117,780 mi

Market: $8,900 – $16,420

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Minden, LA

2019 Toyota Camry SE

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

2019 Toyota Camry SE

Hope, AR

UnscoredModerate · 32
$11,970182,716 mi

Comparison: 32 similar vehicles

Hope, AR

2012 Toyota Camry LE

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

2012 Toyota Camry LE

Texarkana, TX

UnscoredModerate · 27
$11,995171,895 mi

Comparison: 27 similar vehicles

Texarkana, TX

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Texarkana, TX

UnscoredLimited · 8
$12,500112,060 mi

Comparison: 8 similar vehicles

Texarkana, TX

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Texarkana, TX

OverpricedModerate · 27
$12,500146,424 mi

Market: $4,900 – $12,200

Comparison: 27 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Texarkana, TX

2020 Kia Optima S

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

2020 Kia Optima S

El Dorado, AR

Fair PriceLimited · 18
$12,90091,973 mi

Market: $12,350 – $16,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

El Dorado, AR

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Texarkana, TX

UnscoredModerate · 44
$12,995133,011 mi

Comparison: 44 similar vehicles

Texarkana, TX

2018 Hyundai Elantra Sport

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

2018 Hyundai Elantra Sport

El Dorado, AR

UnscoredInsufficient · 0
$13,125101,414 mi

El Dorado, AR

2013 Honda Civic EX

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

2013 Honda Civic EX

Texarkana, TX

UnscoredLimited · 14
$13,500147,587 mi

Comparison: 14 similar vehicles

Texarkana, TX

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Texarkana, TX

UnscoredInsufficient · 0
$13,50059,238 mi

Texarkana, TX

2017 Honda Civic LX

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

2017 Honda Civic LX

Texarkana, TX

UnscoredModerate · 23
$13,794130,203 mi

Comparison: 23 similar vehicles

Texarkana, TX

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Texarkana, TX

Fair PriceRobust · 50
$13,950108,394 mi

Market: $9,225 – $20,145

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Texarkana, TX

2012 Hyundai Genesis 3.8

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

2012 Hyundai Genesis 3.8

Texarkana, TX

UnscoredInsufficient · 3
$13,995113,064 mi

Comparison: 3 similar vehicles

Texarkana, TX

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Texarkana, TX

Fair PriceRobust · 68
$14,22095,385 mi

Market: $8,990 – $18,645

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Texarkana, TX

2024 Nissan Sentra S

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

2024 Nissan Sentra S

Minden, LA

UnscoredModerate · 38
$14,250120,999 mi

Comparison: 38 similar vehicles

Minden, LA

2010 Lexus ES 350

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

2010 Lexus ES 350

Texarkana, TX

UnscoredInsufficient · 0
$14,50047,467 mi

Texarkana, TX

2022 Kia FORTE LXS

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

2022 Kia FORTE LXS

Minden, LA

UnscoredLimited · 6
$14,75080,530 mi

Comparison: 6 similar vehicles

Minden, LA

2017 Lincoln Continental Reserve

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

2017 Lincoln Continental Reserve

Minden, LA

UnscoredInsufficient · 0
$14,850103,802 mi

Minden, LA

2022 Kia FORTE GT

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

2022 Kia FORTE GT

El Dorado, AR

UnscoredInsufficient · 0
$14,900106,326 mi

El Dorado, AR

2015 INFINITI Q50 Base

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

2015 INFINITI Q50 Base

Texarkana, TX

UnscoredInsufficient · 3
$14,995148,018 mi

Comparison: 3 similar vehicles

Texarkana, TX

2013 Lexus ES 350

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

2013 Lexus ES 350

Texarkana, TX

UnscoredRobust · 61
$14,995164,636 mi

Comparison: 61 similar vehicles

Texarkana, TX

2024 Kia Forte LXS

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

2024 Kia Forte LXS

Minden, LA

UnscoredRobust · 50
$14,999140,271 mi

Comparison: 50 similar vehicles

Minden, LA

2018 Toyota Camry XSE

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

2018 Toyota Camry XSE

Hope, AR

UnscoredModerate · 45
$15,355148,590 mi

Comparison: 45 similar vehicles

Hope, AR

2023 Kia Rio S

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

2023 Kia Rio S

Minden, LA

Fair PriceModerate · 23
$15,44265,000 mi

Market: $13,262 – $18,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Minden, LA

2014 Lexus IS 250

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

2014 Lexus IS 250

Texarkana, TX

UnscoredModerate · 27
$15,500191,000 mi

Comparison: 27 similar vehicles

Texarkana, 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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