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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 23, 2026

6M+

Unique vehicles analyzed

as of October 23, 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

330 listings found

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Glen Elder, KS

UnscoredRobust · 60
$8,995168,143 mi

Comparison: 60 similar vehicles

Glen Elder, KS

2012 RAM 2500 Pickup ST

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

2012 RAM 2500 Pickup ST

Fairbury, NE

UnscoredLimited · 12
$10,094182,136 mi

Comparison: 12 similar vehicles

Fairbury, NE

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Concordia, KS

UnscoredRobust · 68
$10,995178,103 mi

Comparison: 68 similar vehicles

Concordia, KS

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Concordia, KS

UnscoredLimited · 10
$10,995134,440 mi

Comparison: 10 similar vehicles

Concordia, KS

2011 Ford F-250 Super Duty XL

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

2011 Ford F-250 Super Duty XL

Clay Center, KS

UnscoredLimited · 8
$12,900145,000 mi

Comparison: 8 similar vehicles

Clay Center, KS

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Fairbury, NE

UnscoredLimited · 18
$15,094156,142 mi

Comparison: 18 similar vehicles

Fairbury, NE

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Fairbury, NE

UnscoredInsufficient · 3
$15,094190,014 mi

Comparison: 3 similar vehicles

Fairbury, NE

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Belleville, KS

UnscoredInsufficient · 4
$16,97587,566 mi

Comparison: 4 similar vehicles

Belleville, KS

2014 GMC Sierra 1500 Denali

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

2014 GMC Sierra 1500 Denali

Fairbury, NE

UnscoredInsufficient · 0
$17,094183,718 mi

Fairbury, NE

2011 Ford F-450 Super Duty Chassis Cab XL

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

2011 Ford F-450 Super Duty Chassis Cab XL

Fairbury, NE

UnscoredInsufficient · 0
$17,999145,540 mi

Fairbury, NE

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

Belleville, KS

UnscoredModerate · 31
$18,500178,930 mi

Comparison: 31 similar vehicles

Belleville, KS

2020 Chevrolet Colorado LT

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

2020 Chevrolet Colorado LT

Clay Center, KS

UnscoredLimited · 14
$18,900128,000 mi

Comparison: 14 similar vehicles

Clay Center, KS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Glen Elder, KS

UnscoredRobust · 63
$18,995152,577 mi

Comparison: 63 similar vehicles

Glen Elder, KS

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Clay Center, KS

UnscoredInsufficient · 3
$19,400169,373 mi

Comparison: 3 similar vehicles

Clay Center, KS

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Clay Center, KS

UnscoredModerate · 28
$19,900124,000 mi

Comparison: 28 similar vehicles

Clay Center, KS

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Beloit, KS

UnscoredRobust · 101
$21,395144,930 mi

Comparison: 101 similar vehicles

Beloit, KS

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Beloit, KS

UnscoredInsufficient · 0
$21,42841,436 mi

Beloit, KS

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Clay Center, KS

UnscoredInsufficient · 4
$21,90095,000 mi

Comparison: 4 similar vehicles

Clay Center, KS

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

Fairbury, NE

UnscoredLimited · 7
$22,094201,855 mi

Comparison: 7 similar vehicles

Fairbury, NE

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Clay Center, KS

Fair PriceLimited · 18
$22,29665,090 mi

Market: $12,999 – $23,950

Comparison: 18 similar vehicles

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

Clay Center, KS

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Clay Center, KS

Fair PriceModerate · 23
$24,90070,000 mi

Market: $15,387 – $25,950

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 293 days listed (based on current market benchmarks)

Clay Center, KS

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Concordia, KS

Fair PriceRobust · 183
$24,995100,087 mi

Market: $13,980 – $45,988

Comparison: 183 similar vehicles

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

Concordia, KS

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Beloit, KS

UnscoredRobust · 189
$25,695182,304 mi

Comparison: 189 similar vehicles

Beloit, KS

2024 Ford Maverick XL

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

2024 Ford Maverick XL

Concordia, KS

UnscoredInsufficient · 3
$25,99515,672 mi

Comparison: 3 similar vehicles

Concordia, KS

2022 Hyundai Santa Cruz SEL

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

2022 Hyundai Santa Cruz SEL

Fairbury, NE

UnscoredInsufficient · 0
$26,09449,668 mi

Fairbury, NE

2020 Nissan Frontier SV

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

2020 Nissan Frontier SV

Fairbury, NE

UnscoredInsufficient · 0
$26,09457,471 mi

Fairbury, NE

2022 Ford Maverick Lariat

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

2022 Ford Maverick Lariat

Clay Center, KS

UnscoredLimited · 5
$26,40084,766 mi

Comparison: 5 similar vehicles

Clay Center, KS

2019 Chevrolet Silverado 1500 LT

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

2019 Chevrolet Silverado 1500 LT

Clay Center, KS

UnscoredInsufficient · 3
$26,900113,000 mi

Comparison: 3 similar vehicles

Clay Center, KS

2023 Ford Maverick XLT

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

2023 Ford Maverick XLT

Clay Center, KS

UnscoredLimited · 7
$27,90020,721 mi

Comparison: 7 similar vehicles

Clay Center, KS

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Clay Center, KS

UnscoredLimited · 8
$27,964113,252 mi

Comparison: 8 similar vehicles

Clay Center, KS

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Concordia, KS

Fair PriceRobust · 72
$27,99594,949 mi

Market: $15,900 – $41,240

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 254 days listed (based on current market benchmarks)

Concordia, KS

2016 RAM 2500 Pickup Laramie

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

2016 RAM 2500 Pickup Laramie

Beloit, KS

UnscoredLimited · 15
$27,995207,156 mi

Comparison: 15 similar vehicles

Beloit, KS

2016 Ford F-350 Super Duty Chassis Cab XLT

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

2016 Ford F-350 Super Duty Chassis Cab XLT

Fairbury, NE

UnscoredInsufficient · 0
$28,094158,924 mi

Fairbury, NE

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Beloit, KS

UnscoredInsufficient · 0
$28,99562,130 mi

Beloit, KS

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Glen Elder, KS

Fair PriceRobust · 113
$28,99578,518 mi

Market: $16,293 – $30,194

Comparison: 113 similar vehicles

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

Glen Elder, KS

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Beloit, KS

UnscoredRobust · 262
$29,795132,681 mi

Comparison: 262 similar vehicles

Beloit, KS

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Fairbury, NE

Fair PriceModerate · 48
$29,94988,269 mi

Market: $27,407 – $45,000

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Fairbury, NE

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Concordia, KS

Fair PriceRobust · 238
$29,99571,228 mi

Market: $11,500 – $31,787

Comparison: 238 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Concordia, KS

2022 RAM 1500 Pickup Big Horn/Lone Star

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

2022 RAM 1500 Pickup Big Horn/Lone Star

Fairbury, NE

Fair PriceRobust · 156
$30,09479,556 mi

Market: $21,245 – $37,995

Comparison: 156 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Fairbury, NE

2021 GMC Sierra 1500 SLT

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

2021 GMC Sierra 1500 SLT

Clay Center, KS

UnscoredInsufficient · 3
$30,120118,997 mi

Comparison: 3 similar vehicles

Clay Center, KS

2023 Ford Maverick Lariat

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

2023 Ford Maverick Lariat

Clay Center, KS

UnscoredInsufficient · 0
$30,29928,703 mi

Clay Center, KS

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Concordia, KS

Fair PriceRobust · 183
$30,49564,925 mi

Market: $13,980 – $45,988

Comparison: 183 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Concordia, KS

2019 Chevrolet Silverado 1500 High Country

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

2019 Chevrolet Silverado 1500 High Country

Concordia, KS

UnscoredRobust · 78
$30,521122,466 mi

Comparison: 78 similar vehicles

Concordia, KS

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Concordia, KS

UnscoredInsufficient · 3
$30,99590,827 mi

Comparison: 3 similar vehicles

Concordia, KS

2023 Jeep Gladiator Sport S

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

2023 Jeep Gladiator Sport S

Clay Center, KS

UnscoredLimited · 7
$31,49542,907 mi

Comparison: 7 similar vehicles

Clay Center, KS

2019 Ford F-250 Super Duty XLT

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

2019 Ford F-250 Super Duty XLT

Clay Center, KS

UnscoredModerate · 35
$31,500134,000 mi

Comparison: 35 similar vehicles

Clay Center, KS

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Clay Center, KS

Fair PriceModerate · 28
$31,595Mileage not verified

Market: $28,065 – $33,749

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Clay Center, KS

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Beloit, KS

Fair PriceRobust · 80
$31,99566,333 mi

Market: $12,200 – $40,094

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 357 days listed (based on current market benchmarks)

Beloit, KS

2016 Toyota Tundra SR5

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

2016 Toyota Tundra SR5

Fairbury, NE

OverpricedLimited · 11
$32,09498,330 mi

Market: $14,750 – $28,581

Comparison: 11 similar vehicles

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

Fairbury, NE

2023 Nissan Frontier SV

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

2023 Nissan Frontier SV

Concordia, KS

OverpricedLimited · 10
$32,20825,020 mi

Market: $31,728 – $31,878

Comparison: 10 similar vehicles

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

Concordia, KS

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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