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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

58 listings found

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Mapleton, IA

UnscoredInsufficient · 0
$6,09966,277 mi

Mapleton, IA

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Templeton, IA

UnscoredInsufficient · 0
$6,395171,164 mi

Templeton, IA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Mapleton, IA

UnscoredInsufficient · 4
$6,894158,608 mi

Comparison: 4 similar vehicles

Mapleton, IA

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Audubon, IA

Fair PriceLimited · 14
$6,917117,120 mi

Market: $3,250 – $11,747

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

Audubon, IA

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Lake City, IA

UnscoredInsufficient · 3
$7,000212,674 mi

Comparison: 3 similar vehicles

Lake City, IA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Harlan, IA

UnscoredLimited · 7
$7,144149,934 mi

Comparison: 7 similar vehicles

Harlan, IA

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Carroll, IA

UnscoredLimited · 8
$7,990164,435 mi

Comparison: 8 similar vehicles

Carroll, IA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Audubon, IA

Fair PriceModerate · 24
$8,155111,110 mi

Market: $4,995 – $12,195

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Audubon, IA

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Templeton, IA

UnscoredInsufficient · 3
$8,29594,380 mi

Comparison: 3 similar vehicles

Templeton, IA

2017 Ford Focus SE

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

2017 Ford Focus SE

Carroll, IA

Fair PriceLimited · 10
$8,90073,671 mi

Market: $2,975 – $10,787

Comparison: 10 similar vehicles

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

Carroll, IA

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Lake City, IA

UnscoredLimited · 10
$10,000144,025 mi

Comparison: 10 similar vehicles

Lake City, IA

2012 Cadillac CTS Sport Sedan Base

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

2012 Cadillac CTS Sport Sedan Base

Audubon, IA

UnscoredInsufficient · 0
$10,60468,771 mi

Audubon, IA

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Templeton, IA

Salvage title
$10,900104,780 mi

Templeton, IA

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Denison, IA

UnscoredInsufficient · 3
$11,04593,124 mi

Comparison: 3 similar vehicles

Denison, IA

2013 Acura TSX Base

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

2013 Acura TSX Base

Carroll, IA

UnscoredInsufficient · 0
$11,838138,447 mi

Carroll, IA

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Atlantic, IA

UnscoredInsufficient · 4
$12,352117,169 mi

Comparison: 4 similar vehicles

Atlantic, IA

2016 Cadillac ATS Luxury Collection

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

2016 Cadillac ATS Luxury Collection

Audubon, IA

UnscoredLimited · 5
$12,89797,647 mi

Comparison: 5 similar vehicles

Audubon, IA

2013 Cadillac XTS Platinum Collection

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

2013 Cadillac XTS Platinum Collection

Carroll, IA

UnscoredInsufficient · 0
$12,99596,234 mi

Carroll, IA

2017 Ford Taurus SEL

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

2017 Ford Taurus SEL

Audubon, IA

UnscoredInsufficient · 3
$13,10488,265 mi

Comparison: 3 similar vehicles

Audubon, IA

2019 Kia FORTE S

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

2019 Kia FORTE S

Carroll, IA

UnscoredInsufficient · 0
$14,40069,278 mi

Carroll, IA

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Atlantic, IA

UnscoredInsufficient · 0
$14,85056,491 mi

Atlantic, IA

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Denison, IA

UnscoredInsufficient · 4
$14,89575,394 mi

Comparison: 4 similar vehicles

Denison, IA

2013 Toyota Avalon XLE Touring

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

2013 Toyota Avalon XLE Touring

Rockwell City, IA

UnscoredInsufficient · 0
$14,95096,654 mi

Rockwell City, IA

2021 Nissan Sentra S

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

2021 Nissan Sentra S

Templeton, IA

UnscoredInsufficient · 0
$14,99577,365 mi

Templeton, IA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Odebolt, IA

Fair PriceModerate · 41
$16,04068,747 mi

Market: $6,999 – $21,173

Comparison: 41 similar vehicles

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

Odebolt, IA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Templeton, IA

UnscoredInsufficient · 0
$16,49518,165 mi

Templeton, IA

2018 Ford Taurus SE

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

2018 Ford Taurus SE

Glidden, IA

UnscoredInsufficient · 0
$16,71639,283 mi

Glidden, IA

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Denison, IA

Fair PriceRobust · 144
$16,90066,834 mi

Market: $12,499 – $21,999

Comparison: 144 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Denison, IA

2017 Nissan Maxima SR

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

2017 Nissan Maxima SR

Coon Rapids, IA

UnscoredInsufficient · 0
$17,08086,838 mi

Coon Rapids, IA

2024 Chevrolet Malibu 1FL

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

2024 Chevrolet Malibu 1FL

Atlantic, IA

UnscoredLimited · 8
$17,36273,268 mi

Comparison: 8 similar vehicles

Atlantic, IA

2020 Nissan Sentra SR

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

2020 Nissan Sentra SR

Atlantic, IA

UnscoredInsufficient · 0
$17,55558,848 mi

Atlantic, IA

2023 Honda Civic LX

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

2023 Honda Civic LX

Carroll, IA

UnscoredInsufficient · 0
$17,90051,634 mi

Carroll, IA

2018 Chrysler 300 S

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

2018 Chrysler 300 S

Carroll, IA

Fair PriceLimited · 11
$18,72695,334 mi

Market: $9,995 – $22,950

Comparison: 11 similar vehicles

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

Carroll, IA

2022 Toyota Camry LE

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

2022 Toyota Camry LE

Greenfield, IA

Fair PriceModerate · 32
$18,900116,000 mi

Market: $14,399 – $22,700

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Greenfield, IA

2024 Chevrolet Malibu 1FL

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

2024 Chevrolet Malibu 1FL

Glidden, IA

UnscoredInsufficient · 0
$18,98741,964 mi

Glidden, IA

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Carroll, IA

Fair PriceRobust · 113
$18,99457,274 mi

Market: $11,900 – $23,999

Comparison: 113 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Carroll, IA

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Odebolt, IA

UnscoredInsufficient · 0
$19,04043,902 mi

Odebolt, IA

2023 Subaru Legacy Limited

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

2023 Subaru Legacy Limited

Coon Rapids, IA

UnscoredInsufficient · 0
$19,568110,333 mi

Coon Rapids, IA

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Coon Rapids, IA

UnscoredInsufficient · 3
$19,68052,183 mi

Comparison: 3 similar vehicles

Coon Rapids, IA

2023 Volkswagen Jetta SE

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

2023 Volkswagen Jetta SE

Glidden, IA

UnscoredInsufficient · 0
$19,79057,758 mi

Glidden, IA

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Rockwell City, IA

OverpricedLimited · 10
$19,95011,589 mi

Market: $19,633 – $19,813

Comparison: 10 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Rockwell City, IA

2020 Acura ILX Premium

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

2020 Acura ILX Premium

Carroll, IA

UnscoredInsufficient · 0
$21,40081,863 mi

Carroll, IA

2024 Honda Civic Sport

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

2024 Honda Civic Sport

Carroll, IA

UnscoredLimited · 11
$22,90095,654 mi

Comparison: 11 similar vehicles

Carroll, IA

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Avoca, IA

Fair PriceLimited · 11
$22,99534,857 mi

Market: $18,249 – $23,795

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 198 days listed (based on current market benchmarks)

Avoca, IA

2024 Honda Civic Sport

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

2024 Honda Civic Sport

Denison, IA

Fair PriceLimited · 13
$25,63321,452 mi

Market: $25,000 – $28,979

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 198 days listed (based on current market benchmarks)

Denison, IA

2023 Toyota Camry LE

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

2023 Toyota Camry LE

Atlantic, IA

UnscoredLimited · 8
$25,71850,383 mi

Comparison: 8 similar vehicles

Atlantic, IA

2024 Toyota Camry SE

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

2024 Toyota Camry SE

Atlantic, IA

UnscoredLimited · 5
$25,73343,642 mi

Comparison: 5 similar vehicles

Atlantic, IA

2023 Dodge Charger SXT

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

2023 Dodge Charger SXT

Glidden, IA

UnscoredInsufficient · 0
$28,89130,070 mi

Glidden, IA

2025 Honda Accord Hybrid Sport

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

2025 Honda Accord Hybrid Sport

Carroll, IA

UnscoredInsufficient · 0
$28,99041,728 mi

Carroll, IA

2023 Dodge Charger SXT

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

2023 Dodge Charger SXT

Carroll, IA

UnscoredLimited · 6
$33,90013,940 mi

Comparison: 6 similar vehicles

Carroll, IA

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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