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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

188 listings found

2007 Honda Civic LX

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

2007 Honda Civic LX

Bakersfield, CA

UnscoredLimited · 16
$4,999169,581 mi

Comparison: 16 similar vehicles

Bakersfield, CA

2006 Scion tC Base

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

2006 Scion tC Base

Bakersfield, CA

UnscoredInsufficient · 0
$4,999201,000 mi

Bakersfield, CA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Bakersfield, CA

UnscoredLimited · 5
$5,995132,075 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Bakersfield, CA

UnscoredLimited · 10
$6,900175,405 mi

Comparison: 10 similar vehicles

Bakersfield, CA

2012 Kia Forte Koup SX

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

2012 Kia Forte Koup SX

Bakersfield, CA

UnscoredInsufficient · 0
$6,999118,921 mi

Bakersfield, CA

2004 Toyota Camry Solara SLE

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

2004 Toyota Camry Solara SLE

Bakersfield, CA

UnscoredInsufficient · 0
$7,543189,084 mi

Bakersfield, CA

2014 Chevrolet Camaro 1LS

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

2014 Chevrolet Camaro 1LS

Bakersfield, CA

UnscoredInsufficient · 0
$8,333156,379 mi

Bakersfield, CA

2013 Scion tC Base

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

2013 Scion tC Base

Bakersfield, CA

UnscoredLimited · 5
$8,999133,612 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Bakersfield, CA

UnscoredInsufficient · 4
$8,999Mileage not verified

Comparison: 4 similar vehicles

Bakersfield, CA

2006 Nissan 350Z Base

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

2006 Nissan 350Z Base

Bakersfield, CA

UnscoredInsufficient · 0
$9,330119,163 mi

Bakersfield, CA

2010 Honda Civic LX

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

2010 Honda Civic LX

Bakersfield, CA

UnscoredModerate · 28
$9,499128,246 mi

Comparison: 28 similar vehicles

Bakersfield, CA

2008 Honda Civic LX

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

2008 Honda Civic LX

Bakersfield, CA

Fair PriceLimited · 18
$9,99566,897 mi

Market: $4,130 – $10,999

Comparison: 18 similar vehicles

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

Bakersfield, CA

2012 Chevrolet Camaro 2LS

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

2012 Chevrolet Camaro 2LS

Bakersfield, CA

Fair PriceLimited · 13
$11,19982,407 mi

Market: $9,980 – $11,634

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Bakersfield, CA

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Bakersfield, CA

UnscoredLimited · 5
$11,998111,539 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2011 Nissan Altima S

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

2011 Nissan Altima S

Bakersfield, CA

UnscoredLimited · 7
$12,15894,068 mi

Comparison: 7 similar vehicles

Bakersfield, CA

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Bakersfield, CA

UnscoredModerate · 26
$12,995181,917 mi

Comparison: 26 similar vehicles

Bakersfield, CA

2016 Honda Civic EX

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

2016 Honda Civic EX

Taft, CA

UnscoredRobust · 62
$12,999148,703 mi

Comparison: 62 similar vehicles

Taft, CA

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

Bakersfield, CA

UnscoredLimited · 5
$12,999107,402 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2004 Chevrolet Monte Carlo SS

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

2004 Chevrolet Monte Carlo SS

Porterville, CA

UnscoredInsufficient · 0
$13,08663,458 mi

Porterville, CA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Porterville, CA

Fair PriceLimited · 14
$13,400112,880 mi

Market: $8,995 – $15,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Porterville, CA

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Bakersfield, CA

Fair PriceModerate · 32
$13,99596,167 mi

Market: $7,990 – $16,998

Comparison: 32 similar vehicles

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

Bakersfield, CA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Bakersfield, CA

Fair PriceModerate · 42
$14,58880,631 mi

Market: $11,435 – $20,167

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Bakersfield, CA

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Bakersfield, CA

Fair PriceLimited · 15
$14,998113,953 mi

Market: $12,997 – $19,590

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 136 days listed (based on current market benchmarks)

Bakersfield, CA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Bakersfield, CA

Fair PriceModerate · 42
$15,950108,041 mi

Market: $11,435 – $20,167

Comparison: 42 similar vehicles

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

Bakersfield, CA

2014 BMW 4 Series 435i

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

2014 BMW 4 Series 435i

Bakersfield, CA

Fair PriceLimited · 14
$15,995105,509 mi

Market: $9,900 – $18,450

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Bakersfield, CA

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Bakersfield, CA

UnscoredLimited · 7
$16,12881,289 mi

Comparison: 7 similar vehicles

Bakersfield, CA

2014 Chevrolet Camaro 1LS

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

2014 Chevrolet Camaro 1LS

Bakersfield, CA

UnscoredInsufficient · 0
$16,15877,880 mi

Bakersfield, CA

2016 Honda Civic EX-L

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

2016 Honda Civic EX-L

Bakersfield, CA

UnscoredInsufficient · 0
$16,49555,783 mi

Bakersfield, CA

2019 Chevrolet Camaro 1LT

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

2019 Chevrolet Camaro 1LT

Bakersfield, CA

Fair PriceModerate · 23
$16,49994,773 mi

Market: $13,991 – $23,060

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Bakersfield, CA

2016 Lexus RC 350

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

2016 Lexus RC 350

Bakersfield, CA

UnscoredLimited · 15
$16,499120,580 mi

Comparison: 15 similar vehicles

Bakersfield, CA

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Bakersfield, CA

Fair PriceLimited · 15
$16,50077,990 mi

Market: $12,997 – $19,590

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Bakersfield, CA

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Bakersfield, CA

Fair PriceModerate · 26
$16,662118,783 mi

Market: $9,071 – $18,998

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1246 days listed (based on current market benchmarks)

Bakersfield, CA

2015 Scion FR-S Base

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

2015 Scion FR-S Base

Bakersfield, CA

UnscoredInsufficient · 0
$16,99543,578 mi

Bakersfield, CA

2020 Honda Civic Sport

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

2020 Honda Civic Sport

Bakersfield, CA

UnscoredInsufficient · 3
$16,998127,028 mi

Comparison: 3 similar vehicles

Bakersfield, CA

2019 Honda Civic LX

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

2019 Honda Civic LX

Bakersfield, CA

UnscoredInsufficient · 4
$17,123114,903 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2009 Dodge Challenger SRT8

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

2009 Dodge Challenger SRT8

Bakersfield, CA

UnscoredInsufficient · 3
$17,12391,789 mi

Comparison: 3 similar vehicles

Bakersfield, CA

2020 Honda Civic Si

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

2020 Honda Civic Si

Bakersfield, CA

Fair PriceModerate · 31
$17,49999,074 mi

Market: $17,995 – $28,112

Comparison: 31 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 16 days listed (based on current market benchmarks)

Bakersfield, CA

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Bakersfield, CA

Fair PriceModerate · 27
$17,99577,022 mi

Market: $15,800 – $21,124

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Bakersfield, CA

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Bakersfield, CA

Fair PriceModerate · 39
$17,99580,467 mi

Market: $10,167 – $19,999

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Bakersfield, CA

2011 Nissan 370Z Touring

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

2011 Nissan 370Z Touring

Bakersfield, CA

UnscoredInsufficient · 4
$17,997116,392 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

Bakersfield, CA

UnscoredInsufficient · 0
$17,99935,687 mi

Bakersfield, CA

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Bakersfield, CA

Fair PriceModerate · 23
$18,02281,853 mi

Market: $14,499 – $21,998

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Bakersfield, CA

2014 BMW 2 Series 228i

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

2014 BMW 2 Series 228i

Bakersfield, CA

UnscoredInsufficient · 0
$18,16234,154 mi

Bakersfield, CA

2018 Ford Mustang GT

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

2018 Ford Mustang GT

Bakersfield, CA

UnscoredLimited · 9
$18,499131,979 mi

Comparison: 9 similar vehicles

Bakersfield, CA

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Bakersfield, CA

Fair PriceLimited · 16
$18,82988,450 mi

Market: $11,950 – $88,866

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Bakersfield, CA

2013 Chevrolet Camaro 2SS

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

2013 Chevrolet Camaro 2SS

Bakersfield, CA

UnscoredLimited · 6
$18,90093,117 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Bakersfield, CA

Fair PriceLimited · 11
$18,99895,625 mi

Market: $11,950 – $23,171

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Bakersfield, CA

2018 INFINITI Q60 Coupe PURE

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

2018 INFINITI Q60 Coupe PURE

Bakersfield, CA

UnscoredInsufficient · 0
$18,99977,672 mi

Bakersfield, CA

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Tulare, CA

OverpricedModerate · 26
$18,99975,802 mi

Market: $11,648 – $18,171

Comparison: 26 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Tulare, CA

2019 Nissan 370Z Coupe Base

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

2019 Nissan 370Z Coupe Base

Bakersfield, CA

UnscoredLimited · 5
$19,79998,246 mi

Comparison: 5 similar vehicles

Bakersfield, CA

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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