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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

297 listings found

2008 Chevrolet Malibu Classic LS

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

2008 Chevrolet Malibu Classic LS

Poth, TX

UnscoredInsufficient · 0
$3,999250,324 mi

Poth, TX

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Corpus Christi, TX

UnscoredInsufficient · 0
$4,999189,961 mi

Corpus Christi, TX

2010 Nissan Sentra SL

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

2010 Nissan Sentra SL

Corpus Christi, TX

UnscoredInsufficient · 0
$4,999148,662 mi

Corpus Christi, TX

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Corpus Christi, TX

UnscoredLimited · 7
$5,450Mileage not verified

Comparison: 7 similar vehicles

Corpus Christi, TX

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Corpus Christi, TX

Salvage title
$5,499172,526 mi

Corpus Christi, TX

2005 Honda Civic Hybrid CVT

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

2005 Honda Civic Hybrid CVT

Corpus Christi, TX

UnscoredInsufficient · 0
$5,499109,932 mi

Corpus Christi, TX

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Robstown, TX

UnscoredInsufficient · 0
$5,988280,496 mi

Robstown, TX

No Photo

2015 Hyundai Elantra SE

Corpus Christi, TX

Salvage title
$5,999144,452 mi

Corpus Christi, TX

No Photo

2013 Chevrolet Malibu 1LT

Corpus Christi, TX

Salvage title
$5,999150,119 mi

Corpus Christi, TX

2017 Kia Forte LX

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

2017 Kia Forte LX

Corpus Christi, TX

Fair PriceModerate · 22
$6,499103,426 mi

Market: $5,991 – $17,495

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Corpus Christi, TX

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Corpus Christi, TX

Salvage title
$6,499125,019 mi

Corpus Christi, TX

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Poth, TX

UnscoredInsufficient · 3
$6,740142,032 mi

Comparison: 3 similar vehicles

Poth, TX

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Corpus Christi, TX

UnscoredLimited · 5
$6,950Mileage not verified

Comparison: 5 similar vehicles

Corpus Christi, TX

2017 Volkswagen Jetta S

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

2017 Volkswagen Jetta S

Corpus Christi, TX

UnscoredLimited · 14
$6,999130,452 mi

Comparison: 14 similar vehicles

Corpus Christi, TX

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Corpus Christi, TX

UnscoredModerate · 21
$6,999140,050 mi

Comparison: 21 similar vehicles

Corpus Christi, TX

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Corpus Christi, TX

UnscoredModerate · 40
$7,200200,519 mi

Comparison: 40 similar vehicles

Corpus Christi, TX

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Corpus Christi, TX

UnscoredInsufficient · 4
$7,499124,949 mi

Comparison: 4 similar vehicles

Corpus Christi, TX

2015 Volkswagen Jetta S

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

2015 Volkswagen Jetta S

Corpus Christi, TX

UnscoredLimited · 7
$7,49994,843 mi

Comparison: 7 similar vehicles

Corpus Christi, TX

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Corpus Christi, TX

UnscoredLimited · 8
$7,995156,569 mi

Comparison: 8 similar vehicles

Corpus Christi, TX

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Corpus Christi, TX

UnscoredModerate · 20
$7,997121,845 mi

Comparison: 20 similar vehicles

Corpus Christi, TX

2020 Chevrolet Sonic LT

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

2020 Chevrolet Sonic LT

Corpus Christi, TX

UnscoredLimited · 9
$7,99960,446 mi

Comparison: 9 similar vehicles

Corpus Christi, TX

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Robstown, TX

UnscoredLimited · 6
$8,925127,721 mi

Comparison: 6 similar vehicles

Robstown, TX

2004 Dodge Neon SRT-4

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

2004 Dodge Neon SRT-4

Corpus Christi, TX

UnscoredInsufficient · 0
$8,999164,770 mi

Corpus Christi, TX

2019 Chevrolet Impala 1LT

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

2019 Chevrolet Impala 1LT

Corpus Christi, TX

Fair PriceRobust · 62
$9,500111,516 mi

Market: $5,999 – $27,995

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

Corpus Christi, TX

2019 Ford Fusion S

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

2019 Ford Fusion S

Corpus Christi, TX

UnscoredLimited · 8
$9,500102,000 mi

Comparison: 8 similar vehicles

Corpus Christi, TX

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Beeville, TX

Fair PriceRobust · 53
$9,99996,069 mi

Market: $4,999 – $16,995

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Beeville, TX

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

Robstown, TX

UnscoredLimited · 6
$10,215180,437 mi

Comparison: 6 similar vehicles

Robstown, TX

2007 Lexus IS 250

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

2007 Lexus IS 250

Corpus Christi, TX

UnscoredInsufficient · 3
$10,500122,346 mi

Comparison: 3 similar vehicles

Corpus Christi, TX

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

Robstown, TX

UnscoredInsufficient · 0
$10,69786,165 mi

Robstown, TX

2020 Toyota Corolla L

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

2020 Toyota Corolla L

Robstown, TX

UnscoredInsufficient · 3
$10,988132,650 mi

Comparison: 3 similar vehicles

Robstown, TX

2012 Toyota Camry LE

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

2012 Toyota Camry LE

Robstown, TX

UnscoredModerate · 23
$10,988163,299 mi

Comparison: 23 similar vehicles

Robstown, TX

2017 Hyundai Sonata Hybrid Base

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

2017 Hyundai Sonata Hybrid Base

Robstown, TX

UnscoredLimited · 5
$11,12599,682 mi

Comparison: 5 similar vehicles

Robstown, TX

2017 Kia Optima Premium Hybrid

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

2017 Kia Optima Premium Hybrid

Robstown, TX

UnscoredInsufficient · 0
$11,58892,380 mi

Robstown, TX

2013 Toyota Camry XLE

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

2013 Toyota Camry XLE

Robstown, TX

UnscoredLimited · 5
$12,125119,422 mi

Comparison: 5 similar vehicles

Robstown, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Corpus Christi, TX

Fair PriceModerate · 32
$12,53692,540 mi

Market: $3,998 – $14,800

Comparison: 32 similar vehicles

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

Corpus Christi, TX

2016 Audi A3 Sedan Premium

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

2016 Audi A3 Sedan Premium

Corpus Christi, TX

UnscoredInsufficient · 4
$13,01590,691 mi

Comparison: 4 similar vehicles

Corpus Christi, TX

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Robstown, TX

Fair PriceLimited · 13
$13,220104,959 mi

Market: $8,595 – $14,995

Comparison: 13 similar vehicles

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

Robstown, TX

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Robstown, TX

UnscoredLimited · 5
$13,41177,427 mi

Comparison: 5 similar vehicles

Robstown, TX

2022 Nissan Sentra SV

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

2022 Nissan Sentra SV

Corpus Christi, TX

Fair PriceRobust · 51
$13,67489,871 mi

Market: $11,999 – $23,495

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Corpus Christi, TX

2015 Mercedes-Benz E-Class E400

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

2015 Mercedes-Benz E-Class E400

Robstown, TX

UnscoredInsufficient · 4
$13,99591,706 mi

Comparison: 4 similar vehicles

Robstown, TX

2017 Honda Accord Sport

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

2017 Honda Accord Sport

Corpus Christi, TX

Fair PriceModerate · 20
$14,49988,125 mi

Market: $9,495 – $19,794

Comparison: 20 similar vehicles

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

Corpus Christi, TX

2022 Chevrolet Malibu 1LS

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

2022 Chevrolet Malibu 1LS

Robstown, TX

Great DealLimited · 19
$14,72556,311 mi

Market: $15,715 – $17,254

Comparison: 19 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 5 days listed (based on current market benchmarks)

Robstown, TX

2021 Nissan Sentra S

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

2021 Nissan Sentra S

Robstown, TX

OverpricedLimited · 19
$14,81666,414 mi

Market: $12,816 – $13,238

Comparison: 19 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Robstown, TX

2020 Nissan Versa Sedan SV

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

2020 Nissan Versa Sedan SV

Robstown, TX

UnscoredInsufficient · 0
$14,92550,384 mi

Robstown, TX

2020 Dodge Charger SXT

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

2020 Dodge Charger SXT

Portland, TX

UnscoredInsufficient · 4
$14,991101,122 mi

Comparison: 4 similar vehicles

Portland, TX

2018 Volkswagen Passat SE

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

2018 Volkswagen Passat SE

Beeville, TX

UnscoredLimited · 6
$14,99986,462 mi

Comparison: 6 similar vehicles

Beeville, TX

2022 Chevrolet Malibu 1LS

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

2022 Chevrolet Malibu 1LS

Robstown, TX

Fair PriceLimited · 18
$15,89355,887 mi

Market: $14,725 – $17,254

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Robstown, TX

2024 Nissan Sentra S

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

2024 Nissan Sentra S

Robstown, TX

UnscoredInsufficient · 3
$15,91346,250 mi

Comparison: 3 similar vehicles

Robstown, TX

2012 Mercedes-Benz S-Class S350

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

2012 Mercedes-Benz S-Class S350

Corpus Christi, TX

UnscoredInsufficient · 0
$15,995125,349 mi

Corpus Christi, TX

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Alice, TX

Fair PriceModerate · 22
$16,58529,622 mi

Market: $14,993 – $23,795

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Alice, 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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