Skip to main content
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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2004 Kia Spectra

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

2004 Kia Spectra

Pflugerville, TX

UnscoredInsufficient · 0
$2,499150,744 mi

Pflugerville, TX

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Austin, TX

UnscoredInsufficient · 0
$2,499407,944 mi

Austin, TX

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Killeen, TX

UnscoredLimited · 12
$2,500263,029 mi

Comparison: 12 similar vehicles

Killeen, TX

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Austin, TX

UnscoredInsufficient · 3
$2,799164,755 mi

Comparison: 3 similar vehicles

Austin, TX

2005 Dodge Grand Caravan SXT

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

2005 Dodge Grand Caravan SXT

Killeen, TX

UnscoredInsufficient · 0
$2,800216,691 mi

Killeen, TX

2002 Toyota Sienna CE

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

2002 Toyota Sienna CE

Austin, TX

UnscoredInsufficient · 0
$2,900147,000 mi

Austin, TX

2001 Lexus RX 300

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

2001 Lexus RX 300

Pflugerville, TX

UnscoredLimited · 8
$2,950283,613 mi

Comparison: 8 similar vehicles

Pflugerville, TX

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Austin, TX

UnscoredLimited · 6
$2,990227,050 mi

Comparison: 6 similar vehicles

Austin, TX

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Austin, TX

UnscoredLimited · 8
$2,995175,080 mi

Comparison: 8 similar vehicles

Austin, TX

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Austin, TX

UnscoredLimited · 10
$2,995158,946 mi

Comparison: 10 similar vehicles

Austin, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

Killeen, TX

UnscoredInsufficient · 3
$2,995160,612 mi

Comparison: 3 similar vehicles

Killeen, TX

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Austin, TX

UnscoredLimited · 6
$2,995129,774 mi

Comparison: 6 similar vehicles

Austin, TX

2012 Volvo XC60 3.2

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

2012 Volvo XC60 3.2

Austin, TX

UnscoredLimited · 16
$2,995125,833 mi

Comparison: 16 similar vehicles

Austin, TX

2002 Buick Century Custom

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

2002 Buick Century Custom

Killeen, TX

UnscoredInsufficient · 0
$2,995188,485 mi

Killeen, TX

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Austin, TX

Salvage title
$2,995120,000 mi

Austin, TX

2015 Dodge Journey R/T

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

2015 Dodge Journey R/T

Pflugerville, TX

UnscoredInsufficient · 3
$2,999192,382 mi

Comparison: 3 similar vehicles

Pflugerville, TX

2003 Toyota Sequoia Limited

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

2003 Toyota Sequoia Limited

Pflugerville, TX

UnscoredInsufficient · 0
$2,999311,275 mi

Pflugerville, TX

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Killeen, TX

UnscoredLimited · 8
$3,200183,704 mi

Comparison: 8 similar vehicles

Killeen, TX

2004 Mazda MAZDA6 s

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

2004 Mazda MAZDA6 s

Killeen, TX

UnscoredInsufficient · 0
$3,200135,680 mi

Killeen, TX

2016 Chevrolet Sonic LS

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

2016 Chevrolet Sonic LS

Killeen, TX

UnscoredInsufficient · 0
$3,250160,776 mi

Killeen, TX

2010 Ford Focus S

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

2010 Ford Focus S

Killeen, TX

UnscoredInsufficient · 0
$3,300257,356 mi

Killeen, TX

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Hutto, TX

UnscoredLimited · 5
$3,300298,000 mi

Comparison: 5 similar vehicles

Hutto, TX

2000 Toyota Camry XLE

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

2000 Toyota Camry XLE

Hutto, TX

UnscoredInsufficient · 0
$3,300164,480 mi

Hutto, TX

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Austin, TX

UnscoredLimited · 16
$3,450176,925 mi

Comparison: 16 similar vehicles

Austin, TX

2008 Subaru Impreza 2.5i

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

2008 Subaru Impreza 2.5i

Austin, TX

UnscoredInsufficient · 0
$3,450155,740 mi

Austin, TX

2003 Ford Focus SE

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

2003 Ford Focus SE

Killeen, TX

UnscoredInsufficient · 0
$3,450166,551 mi

Killeen, TX

1999 Lexus ES 300

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

1999 Lexus ES 300

Killeen, TX

UnscoredInsufficient · 3
$3,450231,797 mi

Comparison: 3 similar vehicles

Killeen, TX

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Killeen, TX

UnscoredInsufficient · 0
$3,475164,697 mi

Killeen, TX

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Killeen, TX

UnscoredInsufficient · 4
$3,475217,296 mi

Comparison: 4 similar vehicles

Killeen, TX

2010 Audi Q5 Premium

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

2010 Audi Q5 Premium

Austin, TX

UnscoredLimited · 6
$3,495188,164 mi

Comparison: 6 similar vehicles

Austin, TX

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Pflugerville, TX

UnscoredModerate · 24
$3,499239,554 mi

Comparison: 24 similar vehicles

Pflugerville, TX

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Austin, TX

UnscoredInsufficient · 3
$3,500262,000 mi

Comparison: 3 similar vehicles

Austin, TX

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Killeen, TX

Fair PriceLimited · 14
$3,500263,189 mi

Market: $3,495 – $11,170

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Killeen, TX

2009 Toyota Sienna CE

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

2009 Toyota Sienna CE

Austin, TX

UnscoredInsufficient · 0
$3,500216,556 mi

Austin, TX

2008 Scion tC Base

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

2008 Scion tC Base

Austin, TX

UnscoredInsufficient · 0
$3,500225,000 mi

Austin, TX

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Austin, TX

UnscoredInsufficient · 3
$3,599211,575 mi

Comparison: 3 similar vehicles

Austin, TX

2010 Honda Odyssey EX-L

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

2010 Honda Odyssey EX-L

Austin, TX

Fair PriceLimited · 19
$3,600241,000 mi

Market: $2,990 – $30,991

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Austin, TX

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Austin, TX

UnscoredInsufficient · 0
$3,700164,861 mi

Austin, TX

2012 Kia Soul Base

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

2012 Kia Soul Base

Killeen, TX

UnscoredLimited · 18
$3,725169,580 mi

Comparison: 18 similar vehicles

Killeen, TX

2015 Mitsubishi Lancer ES

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

2015 Mitsubishi Lancer ES

Killeen, TX

UnscoredLimited · 18
$3,790252,915 mi

Comparison: 18 similar vehicles

Killeen, TX

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Austin, TX

UnscoredInsufficient · 3
$3,800235,000 mi

Comparison: 3 similar vehicles

Austin, TX

2010 Mazda CX-9 Grand Touring

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

2010 Mazda CX-9 Grand Touring

Bartlett, TX

UnscoredLimited · 5
$3,800233,971 mi

Comparison: 5 similar vehicles

Bartlett, TX

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Cedar Park, TX

UnscoredLimited · 5
$3,800133,024 mi

Comparison: 5 similar vehicles

Cedar Park, TX

2002 GMC Sonoma SLS

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

2002 GMC Sonoma SLS

Hutto, TX

UnscoredInsufficient · 0
$3,850176,277 mi

Hutto, TX

2011 Kia Soul Base

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

2011 Kia Soul Base

Killeen, TX

UnscoredLimited · 8
$3,890203,380 mi

Comparison: 8 similar vehicles

Killeen, TX

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Hutto, TX

UnscoredInsufficient · 0
$3,900125,578 mi

Hutto, TX

2002 Mercury Grand Marquis GS

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

2002 Mercury Grand Marquis GS

Round Rock, TX

UnscoredInsufficient · 0
$3,900168,076 mi

Round Rock, TX

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Pflugerville, TX

UnscoredInsufficient · 0
$3,950218,432 mi

Pflugerville, TX

2007 Hyundai Veracruz GLS

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

2007 Hyundai Veracruz GLS

Killeen, TX

UnscoredInsufficient · 0
$3,950146,716 mi

Killeen, TX

2003 Nissan Altima Base

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

2003 Nissan Altima Base

Austin, TX

UnscoredInsufficient · 0
$3,950135,539 mi

Austin, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.