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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

99 listings found

2012 Kia Forte EX

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

2012 Kia Forte EX

Commerce, CA

UnscoredInsufficient · 0
$4,500111,000 mi

Commerce, CA

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Commerce, CA

UnscoredLimited · 8
$4,580126,000 mi

Comparison: 8 similar vehicles

Commerce, CA

2013 Chevrolet Spark LS

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

2013 Chevrolet Spark LS

Commerce, CA

UnscoredInsufficient · 0
$4,800115,800 mi

Commerce, CA

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Commerce, CA

UnscoredLimited · 8
$4,999111,080 mi

Comparison: 8 similar vehicles

Commerce, CA

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Commerce, CA

UnscoredInsufficient · 3
$5,50095,200 mi

Comparison: 3 similar vehicles

Commerce, CA

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Commerce, CA

Fair PriceLimited · 12
$5,895108,419 mi

Market: $4,900 – $6,197

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Commerce, CA

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Commerce, CA

Fair PriceLimited · 11
$5,99988,800 mi

Market: $6,167 – $8,653

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 45 days listed (based on current market benchmarks)

Commerce, CA

2014 Kia Forte5 EX

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

2014 Kia Forte5 EX

Commerce, CA

UnscoredInsufficient · 0
$5,999123,700 mi

Commerce, CA

2011 GMC Acadia Denali

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

2011 GMC Acadia Denali

Commerce, CA

UnscoredInsufficient · 0
$5,999144,519 mi

Commerce, CA

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Commerce, CA

UnscoredLimited · 15
$6,580126,516 mi

Comparison: 15 similar vehicles

Commerce, CA

2012 Scion iQ Base

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

2012 Scion iQ Base

Commerce, CA

UnscoredInsufficient · 0
$7,080118,977 mi

Commerce, CA

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Commerce, CA

UnscoredLimited · 8
$7,580129,042 mi

Comparison: 8 similar vehicles

Commerce, CA

2015 Jeep Renegade Trailhawk

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

2015 Jeep Renegade Trailhawk

Commerce, CA

UnscoredInsufficient · 3
$7,580105,263 mi

Comparison: 3 similar vehicles

Commerce, CA

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Commerce, CA

UnscoredInsufficient · 0
$7,58051,593 mi

Commerce, CA

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Commerce, CA

UnscoredLimited · 13
$7,580132,690 mi

Comparison: 13 similar vehicles

Commerce, CA

2009 Honda Civic LX

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

2009 Honda Civic LX

Commerce, CA

UnscoredInsufficient · 3
$7,580136,796 mi

Comparison: 3 similar vehicles

Commerce, CA

2013 Mazda MAZDA3 i Sport

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

2013 Mazda MAZDA3 i Sport

Commerce, CA

UnscoredLimited · 7
$7,780109,131 mi

Comparison: 7 similar vehicles

Commerce, CA

2012 Chevrolet Equinox LTZ

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

2012 Chevrolet Equinox LTZ

Commerce, CA

UnscoredInsufficient · 0
$7,90099,500 mi

Commerce, CA

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Commerce, CA

UnscoredLimited · 7
$7,999167,000 mi

Comparison: 7 similar vehicles

Commerce, CA

2016 Scion iA Base

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

2016 Scion iA Base

Commerce, CA

UnscoredLimited · 14
$8,080131,761 mi

Comparison: 14 similar vehicles

Commerce, CA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Commerce, CA

Fair PriceLimited · 10
$8,08078,098 mi

Market: $5,499 – $11,080

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Commerce, CA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Commerce, CA

Fair PriceLimited · 11
$8,780116,745 mi

Market: $7,975 – $15,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Commerce, CA

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Commerce, CA

Fair PriceLimited · 13
$8,89590,989 mi

Market: $6,997 – $18,123

Comparison: 13 similar vehicles

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

Commerce, CA

2004 Lexus IS 300

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

2004 Lexus IS 300

Commerce, CA

UnscoredInsufficient · 3
$8,895221,086 mi

Comparison: 3 similar vehicles

Commerce, CA

2016 Mazda CX-5 Touring

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

2016 Mazda CX-5 Touring

Commerce, CA

UnscoredLimited · 14
$9,080148,508 mi

Comparison: 14 similar vehicles

Commerce, CA

2018 BMW 3 Series 320i

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

2018 BMW 3 Series 320i

Commerce, CA

Fair PriceModerate · 23
$9,58092,479 mi

Market: $9,999 – $17,295

Comparison: 23 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 110 days listed (based on current market benchmarks)

Commerce, CA

2013 Honda Civic EX

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

2013 Honda Civic EX

Commerce, CA

Fair PriceLimited · 16
$9,58099,627 mi

Market: $8,995 – $13,129

Comparison: 16 similar vehicles

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

Commerce, CA

2015 Mazda CX-9 Grand Touring

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

2015 Mazda CX-9 Grand Touring

Commerce, CA

UnscoredInsufficient · 0
$9,880114,407 mi

Commerce, CA

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Commerce, CA

Fair PriceModerate · 27
$9,895100,455 mi

Market: $9,499 – $19,599

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Commerce, CA

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Commerce, CA

UnscoredLimited · 5
$9,89581,600 mi

Comparison: 5 similar vehicles

Commerce, CA

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Commerce, CA

UnscoredInsufficient · 0
$9,90041,300 mi

Commerce, CA

2021 Chevrolet Trax LS

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

2021 Chevrolet Trax LS

Commerce, CA

Fair PriceLimited · 16
$10,08080,420 mi

Market: $9,685 – $14,179

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Commerce, CA

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

Commerce, CA

Fair PriceModerate · 31
$10,080116,135 mi

Market: $5,900 – $17,500

Comparison: 31 similar vehicles

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

Commerce, CA

2013 Mercedes-Benz GLK-Class GLK350

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

2013 Mercedes-Benz GLK-Class GLK350

Commerce, CA

Fair PriceLimited · 11
$10,08097,101 mi

Market: $7,299 – $12,132

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Commerce, CA

2012 Honda Accord LX

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

2012 Honda Accord LX

Commerce, CA

Fair PriceLimited · 13
$10,080113,261 mi

Market: $6,488 – $11,999

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Commerce, CA

2019 Hyundai Santa Fe SEL

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

2019 Hyundai Santa Fe SEL

Commerce, CA

UnscoredInsufficient · 0
$10,795110,198 mi

Commerce, CA

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Commerce, CA

Fair PriceLimited · 18
$10,89574,137 mi

Market: $9,499 – $13,153

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Commerce, CA

2017 Nissan Armada SV

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

2017 Nissan Armada SV

Commerce, CA

UnscoredLimited · 5
$10,895122,717 mi

Comparison: 5 similar vehicles

Commerce, CA

2016 Scion tC Base

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

2016 Scion tC Base

Commerce, CA

UnscoredInsufficient · 4
$10,895102,032 mi

Comparison: 4 similar vehicles

Commerce, CA

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Commerce, CA

Fair PriceLimited · 17
$11,080119,749 mi

Market: $11,065 – $17,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Commerce, CA

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Commerce, CA

Fair PriceLimited · 18
$11,08093,267 mi

Market: $7,575 – $14,720

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Commerce, CA

2010 Lexus RX 450h

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

2010 Lexus RX 450h

Commerce, CA

UnscoredInsufficient · 3
$11,080125,892 mi

Comparison: 3 similar vehicles

Commerce, CA

2019 Buick Enclave Premium

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

2019 Buick Enclave Premium

Commerce, CA

UnscoredInsufficient · 0
$11,280136,858 mi

Commerce, CA

2011 Lexus RX 350

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

2011 Lexus RX 350

Commerce, CA

Fair PriceLimited · 10
$11,280119,306 mi

Market: $6,850 – $14,170

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Commerce, CA

2018 Honda HR-V LX

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

2018 Honda HR-V LX

Commerce, CA

UnscoredLimited · 7
$11,795134,571 mi

Comparison: 7 similar vehicles

Commerce, CA

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Commerce, CA

Fair PriceLimited · 15
$11,895104,456 mi

Market: $6,580 – $11,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Commerce, CA

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Commerce, CA

UnscoredLimited · 6
$12,080113,606 mi

Comparison: 6 similar vehicles

Commerce, CA

2019 Mazda CX-9 Touring

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

2019 Mazda CX-9 Touring

Commerce, CA

UnscoredLimited · 5
$12,080127,823 mi

Comparison: 5 similar vehicles

Commerce, CA

2018 Mazda CX-5 Sport

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

2018 Mazda CX-5 Sport

Commerce, CA

UnscoredLimited · 9
$12,080126,301 mi

Comparison: 9 similar vehicles

Commerce, CA

2018 Mazda CX-5 Touring

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

2018 Mazda CX-5 Touring

Commerce, CA

UnscoredLimited · 11
$12,080136,254 mi

Comparison: 11 similar vehicles

Commerce, 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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