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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

545 listings found

2009 Subaru Legacy I Special Edition

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

2009 Subaru Legacy I Special Edition

Greenwood, MS

UnscoredInsufficient · 0
$3,500162,829 mi

Greenwood, MS

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Grenada, MS

UnscoredInsufficient · 0
$4,250Mileage not verified

Grenada, MS

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Grenada, MS

UnscoredInsufficient · 0
$4,500171,579 mi

Grenada, MS

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Greenwood, MS

UnscoredInsufficient · 0
$4,995167,756 mi

Greenwood, MS

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Grenada, MS

Unscored
$6,300264,781 mi

Comparison: 28 similar vehicles

Grenada, MS

2013 Ford Focus SE

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

2013 Ford Focus SE

Greenwood, MS

Unscored
$6,500139,072 mi

Comparison: 7 similar vehicles

Greenwood, MS

2001 Lincoln Town Car Signature

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

2001 Lincoln Town Car Signature

Greenwood, MS

UnscoredInsufficient · 0
$6,695130,967 mi

Greenwood, MS

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Grenada, MS

UnscoredInsufficient · 0
$6,800104,167 mi

Grenada, MS

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Greenwood, MS

UnscoredInsufficient · 3
$6,995171,029 mi

Comparison: 3 similar vehicles

Greenwood, MS

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Greenwood, MS

UnscoredInsufficient · 0
$6,995140,523 mi

Greenwood, MS

2009 Hyundai Genesis 4.6

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

2009 Hyundai Genesis 4.6

Grenada, MS

UnscoredInsufficient · 0
$7,000167,532 mi

Grenada, MS

No Photo

2015 Chevrolet Malibu 1LT

Greenwood, MS

Unscored
$7,500152,830 mi

Comparison: 8 similar vehicles

Greenwood, MS

2018 Chevrolet Malibu 1FL

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

2018 Chevrolet Malibu 1FL

Grenada, MS

UnscoredInsufficient · 0
$7,800163,083 mi

Grenada, MS

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Grenada, MS

Unscored
$7,800125,532 mi

Comparison: 43 similar vehicles

Grenada, MS

2003 Mercury Grand Marquis LS

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

2003 Mercury Grand Marquis LS

Greenwood, MS

UnscoredInsufficient · 0
$7,995108,029 mi

Greenwood, MS

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Grenada, MS

Unscored
$8,300129,298 mi

Comparison: 12 similar vehicles

Grenada, MS

2021 Chevrolet Malibu 1FL

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

2021 Chevrolet Malibu 1FL

Grenada, MS

Unscored
$8,800174,108 mi

Comparison: 18 similar vehicles

Grenada, MS

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Madison, MS

Fair PriceModerate · 37
$8,994108,920 mi

Market: $3,995 – $10,000

Comparison: 37 similar vehicles

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

Madison, MS

2018 Kia Optima LX

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

2018 Kia Optima LX

Louisville, MS

Unscored
$8,995144,820 mi

Comparison: 20 similar vehicles

Louisville, MS

2015 Toyota Avalon XLE Premium Hybrid

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

2015 Toyota Avalon XLE Premium Hybrid

Ridgeland, MS

UnscoredInsufficient · 0
$8,995232,042 mi

Ridgeland, MS

2012 Buick LaCrosse Premium 1

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

2012 Buick LaCrosse Premium 1

Grenada, MS

Unscored
$8,999108,838 mi

Comparison: 6 similar vehicles

Grenada, MS

2017 Nissan Sentra SR

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

2017 Nissan Sentra SR

Greenwood, MS

UnscoredInsufficient · 0
$9,420121,018 mi

Greenwood, MS

2009 Lincoln MKS Base

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

2009 Lincoln MKS Base

Ridgeland, MS

UnscoredInsufficient · 0
$10,32546,543 mi

Ridgeland, MS

2019 Chevrolet Malibu 1FL

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

2019 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$10,500198,574 mi

Comparison: 3 similar vehicles

Greenwood, MS

2014 Chevrolet Malibu Fleet

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

2014 Chevrolet Malibu Fleet

Greenwood, MS

UnscoredInsufficient · 0
$10,725123,100 mi

Greenwood, MS

2017 Buick LaCrosse Preferred

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

2017 Buick LaCrosse Preferred

Grenada, MS

UnscoredInsufficient · 0
$10,800127,039 mi

Grenada, MS

2016 Hyundai Equus Ultimate

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

2016 Hyundai Equus Ultimate

Greenwood, MS

UnscoredInsufficient · 0
$10,800152,120 mi

Greenwood, MS

2016 INFINITI Q50 Red Sport

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

2016 INFINITI Q50 Red Sport

Ridgeland, MS

UnscoredInsufficient · 0
$10,995166,360 mi

Ridgeland, MS

2022 Nissan Altima SV

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

2022 Nissan Altima SV

Grenada, MS

Unscored
$11,300141,500 mi

Comparison: 11 similar vehicles

Grenada, MS

2022 Nissan Altima SV

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

2022 Nissan Altima SV

Grenada, MS

Unscored
$11,300161,410 mi

Comparison: 11 similar vehicles

Grenada, MS

2019 Nissan Altima SV

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

2019 Nissan Altima SV

Grenada, MS

Unscored
$11,300145,958 mi

Comparison: 8 similar vehicles

Grenada, MS

No Photo

2020 Kia Optima LX

Greenwood, MS

Unscored
$11,500152,298 mi

Comparison: 26 similar vehicles

Greenwood, MS

No Photo

2018 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$11,500161,054 mi

Comparison: 3 similar vehicles

Greenwood, MS

2008 Lexus ES 350

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

2008 Lexus ES 350

Greenwood, MS

Unscored
$11,500218,461 mi

Comparison: 5 similar vehicles

Greenwood, MS

2016 Chevrolet Impala Limited 1FL

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

2016 Chevrolet Impala Limited 1FL

Ridgeland, MS

UnscoredInsufficient · 0
$11,900184,811 mi

Ridgeland, MS

No Photo

2018 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$12,000181,080 mi

Comparison: 3 similar vehicles

Greenwood, MS

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Greenwood, MS

UnscoredInsufficient · 0
$12,025103,289 mi

Greenwood, MS

2010 Buick LaCrosse CXS

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

2010 Buick LaCrosse CXS

Greenwood, MS

UnscoredInsufficient · 0
$12,195Mileage not verified

Greenwood, MS

2022 Nissan Sentra SV

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

2022 Nissan Sentra SV

Grenada, MS

Unscored
$12,300104,314 mi

Comparison: 36 similar vehicles

Grenada, MS

2024 Mitsubishi Mirage G4 ES

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

2024 Mitsubishi Mirage G4 ES

Grenada, MS

UnscoredInsufficient · 4
$12,41235,320 mi

Comparison: 4 similar vehicles

Grenada, MS

No Photo

2020 Chevrolet Malibu 1FL

Greenwood, MS

Unscored
$12,500172,755 mi

Comparison: 23 similar vehicles

Greenwood, MS

No Photo

2019 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$12,500198,787 mi

Comparison: 3 similar vehicles

Greenwood, MS

No Photo

2019 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$12,500159,906 mi

Comparison: 3 similar vehicles

Greenwood, MS

No Photo

2019 Chevrolet Malibu 1FL

Greenwood, MS

UnscoredInsufficient · 3
$12,500199,809 mi

Comparison: 3 similar vehicles

Greenwood, MS

No Photo

2016 Honda Accord EX-L

Greenwood, MS

Unscored
$12,500231,152 mi

Comparison: 12 similar vehicles

Greenwood, MS

No Photo

2014 Chrysler 300 Base

Greenwood, MS

OverpricedLimited · 11
$12,500156,100 mi

Market: $6,979 – $10,995

Comparison: 11 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Greenwood, MS

2020 Nissan Altima S

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

2020 Nissan Altima S

Grenada, MS

Fair PriceModerate · 32
$12,625113,660 mi

Market: $8,900 – $20,477

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 474 days listed (based on current market benchmarks)

Grenada, MS

2019 Hyundai Sonata Limited

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

2019 Hyundai Sonata Limited

Louisville, MS

UnscoredInsufficient · 4
$12,995109,989 mi

Comparison: 4 similar vehicles

Louisville, MS

2009 Chevrolet Impala SS

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

2009 Chevrolet Impala SS

Greenwood, MS

UnscoredInsufficient · 0
$13,19597,295 mi

Greenwood, MS

2017 Toyota Yaris iA Base

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

2017 Toyota Yaris iA Base

Grenada, MS

Unscored
$13,418111,758 mi

Comparison: 7 similar vehicles

Grenada, MS

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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