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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

157 listings found

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Clarksville, TX

UnscoredInsufficient · 0
$5,999127,917 mi

Clarksville, TX

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Hugo, OK

UnscoredModerate · 21
$6,888136,996 mi

Comparison: 21 similar vehicles

Hugo, OK

2019 Nissan Versa Sedan SV

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

2019 Nissan Versa Sedan SV

De Queen, AR

Fair PriceLimited · 11
$6,900115,450 mi

Market: $5,900 – $9,999

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

De Queen, AR

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

De Kalb, TX

UnscoredInsufficient · 3
$7,995232,943 mi

Comparison: 3 similar vehicles

De Kalb, TX

2006 Toyota Camry Standard

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

2006 Toyota Camry Standard

De Kalb, TX

UnscoredInsufficient · 0
$7,995197,917 mi

De Kalb, TX

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Antlers, OK

UnscoredModerate · 20
$8,100159,014 mi

Comparison: 20 similar vehicles

Antlers, OK

2012 Acura TSX Special Edition

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

2012 Acura TSX Special Edition

De Queen, AR

UnscoredInsufficient · 0
$8,900122,829 mi

De Queen, AR

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Paris, TX

UnscoredRobust · 104
$9,020169,499 mi

Comparison: 104 similar vehicles

Paris, TX

2010 Honda Accord EX

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

2010 Honda Accord EX

De Kalb, TX

UnscoredInsufficient · 0
$9,450171,737 mi

De Kalb, TX

2007 Honda Accord EX

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

2007 Honda Accord EX

De Kalb, TX

UnscoredLimited · 12
$9,450162,202 mi

Comparison: 12 similar vehicles

De Kalb, TX

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Paris, TX

UnscoredModerate · 32
$9,504133,051 mi

Comparison: 32 similar vehicles

Paris, TX

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Antlers, OK

Fair PriceModerate · 34
$9,60085,288 mi

Market: $4,950 – $15,988

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Antlers, OK

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Paris, TX

Fair PriceRobust · 51
$9,863105,792 mi

Market: $3,750 – $18,998

Comparison: 51 similar vehicles

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

Paris, TX

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

De Queen, AR

UnscoredLimited · 18
$9,900126,106 mi

Comparison: 18 similar vehicles

De Queen, AR

2012 Honda Accord LX

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

2012 Honda Accord LX

De Kalb, TX

UnscoredLimited · 17
$9,995202,760 mi

Comparison: 17 similar vehicles

De Kalb, TX

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

De Queen, AR

Fair PriceModerate · 23
$10,900103,803 mi

Market: $4,450 – $16,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

De Queen, AR

2017 Nissan Altima S

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

2017 Nissan Altima S

Paris, TX

Fair PriceModerate · 31
$11,125104,251 mi

Market: $6,900 – $18,995

Comparison: 31 similar vehicles

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

Paris, TX

2021 Hyundai Sonata Hybrid Blue

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

2021 Hyundai Sonata Hybrid Blue

Hugo, OK

UnscoredInsufficient · 0
$11,900116,207 mi

Hugo, OK

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Nash, TX

UnscoredLimited · 5
$12,900173,209 mi

Comparison: 5 similar vehicles

Nash, TX

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Broken Bow, OK

Fair PriceModerate · 45
$12,90099,773 mi

Market: $5,500 – $13,995

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Broken Bow, OK

2014 Toyota Avalon XLE

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

2014 Toyota Avalon XLE

Nash, TX

UnscoredInsufficient · 0
$13,698126,690 mi

Nash, TX

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

De Queen, AR

UnscoredRobust · 91
$13,900120,828 mi

Comparison: 91 similar vehicles

De Queen, AR

2017 Honda Accord EX-L

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

2017 Honda Accord EX-L

De Queen, AR

UnscoredModerate · 35
$13,900156,026 mi

Comparison: 35 similar vehicles

De Queen, AR

2020 Nissan Sentra SV

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

2020 Nissan Sentra SV

Hugo, OK

Fair PriceModerate · 37
$14,113104,038 mi

Market: $9,988 – $16,998

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Hugo, OK

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Paris, TX

Fair PriceModerate · 38
$14,21997,831 mi

Market: $5,600 – $18,999

Comparison: 38 similar vehicles

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

Paris, TX

2021 Chevrolet Malibu RS

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

2021 Chevrolet Malibu RS

Clarksville, TX

UnscoredLimited · 8
$14,994101,827 mi

Comparison: 8 similar vehicles

Clarksville, TX

2022 Hyundai Elantra Limited

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

2022 Hyundai Elantra Limited

Mount Pleasant, TX

UnscoredInsufficient · 3
$15,99180,518 mi

Comparison: 3 similar vehicles

Mount Pleasant, TX

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Mount Pleasant, TX

Fair PriceLimited · 10
$15,99553,786 mi

Market: $11,999 – $16,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Mount Pleasant, TX

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

New Boston, TX

Fair PriceRobust · 156
$15,99998,527 mi

Market: $7,900 – $25,948

Comparison: 156 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

New Boston, TX

2025 Nissan Sentra S

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

2025 Nissan Sentra S

Mount Pleasant, TX

UnscoredLimited · 10
$16,48853,696 mi

Comparison: 10 similar vehicles

Mount Pleasant, TX

2022 Toyota Corolla LE

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

2022 Toyota Corolla LE

De Queen, AR

Fair PriceRobust · 77
$16,62497,750 mi

Market: $11,000 – $21,945

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

De Queen, AR

No Photo

2023 Kia Forte LXS

Paris, TX

Fair PriceModerate · 24
$16,99539,263 mi

Market: $11,900 – $19,129

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Paris, TX

2024 Nissan Sentra S

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

2024 Nissan Sentra S

Paris, TX

Fair PriceLimited · 18
$17,85436,657 mi

Market: $17,180 – $24,147

Comparison: 18 similar vehicles

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

Paris, TX

2018 BMW 5 Series 530i

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

2018 BMW 5 Series 530i

Paris, TX

Fair PriceModerate · 20
$17,85972,441 mi

Market: $11,925 – $20,214

Comparison: 20 similar vehicles

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

Paris, TX

2024 Nissan Altima S

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

2024 Nissan Altima S

Paris, TX

UnscoredInsufficient · 4
$17,99847,269 mi

Comparison: 4 similar vehicles

Paris, TX

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Paris, TX

UnscoredLimited · 7
$17,99852,968 mi

Comparison: 7 similar vehicles

Paris, TX

2023 Chevrolet Malibu 1FL

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

2023 Chevrolet Malibu 1FL

De Queen, AR

Fair PriceLimited · 18
$18,12473,572 mi

Market: $10,495 – $22,988

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

De Queen, AR

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Mount Pleasant, TX

UnscoredLimited · 6
$18,19553,937 mi

Comparison: 6 similar vehicles

Mount Pleasant, TX

2020 Ford Fusion Titanium

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

2020 Ford Fusion Titanium

Mount Pleasant, TX

UnscoredInsufficient · 4
$18,76565,431 mi

Comparison: 4 similar vehicles

Mount Pleasant, TX

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Paris, TX

UnscoredLimited · 5
$18,99562,317 mi

Comparison: 5 similar vehicles

Paris, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Paris, TX

Fair PriceRobust · 288
$18,99843,504 mi

Market: $15,800 – $26,213

Comparison: 288 similar vehicles

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

Paris, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Paris, TX

Fair PriceRobust · 288
$18,99840,113 mi

Market: $15,800 – $26,213

Comparison: 288 similar vehicles

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

Paris, TX

2024 Hyundai Sonata SEL

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

2024 Hyundai Sonata SEL

Paris, TX

UnscoredModerate · 47
$18,99846,734 mi

Comparison: 47 similar vehicles

Paris, TX

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Paris, TX

UnscoredInsufficient · 3
$19,49835,889 mi

Comparison: 3 similar vehicles

Paris, TX

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Paris, TX

UnscoredInsufficient · 3
$19,49832,061 mi

Comparison: 3 similar vehicles

Paris, TX

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Paris, TX

UnscoredInsufficient · 3
$19,49833,845 mi

Comparison: 3 similar vehicles

Paris, TX

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Paris, TX

UnscoredInsufficient · 3
$19,49833,560 mi

Comparison: 3 similar vehicles

Paris, TX

2023 Nissan Sentra SV

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

2023 Nissan Sentra SV

Ashdown, AR

OverpricedModerate · 22
$19,67957,311 mi

Market: $12,990 – $19,049

Comparison: 22 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Ashdown, AR

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Paris, TX

UnscoredInsufficient · 4
$19,79161,957 mi

Comparison: 4 similar vehicles

Paris, TX

2023 Hyundai Sonata SEL

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

2023 Hyundai Sonata SEL

De Queen, AR

Fair PriceModerate · 29
$19,90084,205 mi

Market: $17,725 – $22,289

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

De Queen, AR

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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