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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

98 listings found

2020 Kia Sedona EX

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

2020 Kia Sedona EX

Ripon, WI

UnscoredLimited · 13
$9,748171,236 mi

Comparison: 13 similar vehicles

Ripon, WI

2017 Jeep Cherokee Limited

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

2017 Jeep Cherokee Limited

Ripon, WI

UnscoredInsufficient · 3
$10,588138,447 mi

Comparison: 3 similar vehicles

Ripon, WI

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Ripon, WI

UnscoredLimited · 16
$11,999122,676 mi

Comparison: 16 similar vehicles

Ripon, WI

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Ripon, WI

UnscoredLimited · 7
$13,958126,132 mi

Comparison: 7 similar vehicles

Ripon, WI

2023 Hyundai Elantra SEL

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

2023 Hyundai Elantra SEL

Ripon, WI

UnscoredInsufficient · 4
$15,294104,929 mi

Comparison: 4 similar vehicles

Ripon, WI

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Ripon, WI

UnscoredInsufficient · 3
$17,748109,262 mi

Comparison: 3 similar vehicles

Ripon, WI

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Ripon, WI

UnscoredLimited · 5
$18,898195,362 mi

Comparison: 5 similar vehicles

Ripon, WI

2021 Ford Explorer XLT

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

2021 Ford Explorer XLT

Ripon, WI

UnscoredLimited · 8
$19,594131,530 mi

Comparison: 8 similar vehicles

Ripon, WI

2022 Jeep Grand Cherokee L Laredo

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

2022 Jeep Grand Cherokee L Laredo

Ripon, WI

Fair PriceLimited · 17
$21,249109,502 mi

Market: $20,594 – $28,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Ripon, WI

2015 Dodge Charger R/T

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

2015 Dodge Charger R/T

Ripon, WI

UnscoredInsufficient · 0
$21,74856,116 mi

Ripon, WI

2021 Nissan Murano SL

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

2021 Nissan Murano SL

Ripon, WI

UnscoredInsufficient · 0
$22,89848,582 mi

Ripon, WI

2019 Honda Pilot Touring

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

2019 Honda Pilot Touring

Ripon, WI

UnscoredInsufficient · 4
$22,898114,312 mi

Comparison: 4 similar vehicles

Ripon, WI

2025 Jeep Compass Limited

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

2025 Jeep Compass Limited

Ripon, WI

Fair PriceLimited · 14
$24,87829,428 mi

Market: $24,089 – $25,896

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Ripon, WI

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Ripon, WI

Fair PriceRobust · 55
$24,989Mileage not verified

Market: $23,784 – $28,448

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Ripon, WI

2025 Jeep Compass Limited

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

2025 Jeep Compass Limited

Ripon, WI

OverpricedModerate · 23
$25,27831,291 mi

Market: $21,019 – $24,394

Comparison: 23 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Ripon, WI

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

Ripon, WI

Fair PriceModerate · 22
$25,87878,968 mi

Market: $18,999 – $27,988

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Ripon, WI

2019 GMC Canyon Denali

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

2019 GMC Canyon Denali

Ripon, WI

Fair PriceRobust · 69
$26,39479,710 mi

Market: $19,799 – $27,389

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

Ripon, WI

2023 Cadillac CT5 Premium Luxury

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

2023 Cadillac CT5 Premium Luxury

Ripon, WI

UnscoredInsufficient · 0
$26,89467,820 mi

Ripon, WI

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Ripon, WI

Fair PriceRobust · 69
$27,389Mileage not verified

Market: $24,289 – $29,584

Comparison: 69 similar vehicles

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

Ripon, WI

2026 Chevrolet Trax Activ

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

2026 Chevrolet Trax Activ

Ripon, WI

Fair PriceModerate · 48
$27,389Mileage not verified

Market: $25,775 – $28,896

Comparison: 48 similar vehicles

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

Ripon, WI

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Ripon, WI

UnscoredInsufficient · 3
$28,39862,530 mi

Comparison: 3 similar vehicles

Ripon, WI

2024 Kia Sportage X-Line

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

2024 Kia Sportage X-Line

Ripon, WI

UnscoredInsufficient · 3
$28,54634,275 mi

Comparison: 3 similar vehicles

Ripon, WI

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Ripon, WI

Fair PriceLimited · 17
$29,34820,658 mi

Market: $26,989 – $30,394

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Ripon, WI

2025 Chevrolet Blazer 2LT

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

2025 Chevrolet Blazer 2LT

Ripon, WI

UnscoredInsufficient · 3
$29,39834,670 mi

Comparison: 3 similar vehicles

Ripon, WI

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Ripon, WI

UnscoredLimited · 7
$29,39892,512 mi

Comparison: 7 similar vehicles

Ripon, WI

2026 Jeep Compass Latitude Altitude

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

2026 Jeep Compass Latitude Altitude

Ripon, WI

Fair PriceModerate · 46
$30,414Mileage not verified

Market: $28,884 – $35,321

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Ripon, WI

2024 Jeep Grand Cherokee L Laredo

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

2024 Jeep Grand Cherokee L Laredo

Ripon, WI

UnscoredLimited · 7
$31,29821,244 mi

Comparison: 7 similar vehicles

Ripon, WI

2023 Jeep Grand Cherokee Limited

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

2023 Jeep Grand Cherokee Limited

Ripon, WI

Fair PriceRobust · 132
$31,89820,695 mi

Market: $26,995 – $35,382

Comparison: 132 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 136 days listed (based on current market benchmarks)

Ripon, WI

2023 Buick Envision Avenir

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

2023 Buick Envision Avenir

Ripon, WI

Fair PriceLimited · 14
$31,99943,677 mi

Market: $30,397 – $34,397

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Ripon, WI

2023 Buick Envision Avenir

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

2023 Buick Envision Avenir

Ripon, WI

UnscoredLimited · 8
$32,39836,658 mi

Comparison: 8 similar vehicles

Ripon, WI

2026 Jeep Compass Limited

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

2026 Jeep Compass Limited

Ripon, WI

Fair PriceLimited · 14
$34,454Mileage not verified

Market: $32,849 – $38,414

Comparison: 14 similar vehicles

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

Ripon, WI

2023 Jeep Grand Cherokee L Limited

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

2023 Jeep Grand Cherokee L Limited

Ripon, WI

OverpricedLimited · 10
$34,59821,597 mi

Market: $27,999 – $34,397

Comparison: 10 similar vehicles

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

Ripon, WI

2026 Jeep Cherokee Laredo

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

2026 Jeep Cherokee Laredo

Ripon, WI

Fair PriceModerate · 31
$34,840Mileage not verified

Market: $31,616 – $41,800

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 160 days listed (based on current market benchmarks)

Ripon, WI

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Ripon, WI

Fair PriceRobust · 240
$34,884Mileage not verified

Market: $30,495 – $39,303

Comparison: 240 similar vehicles

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

Ripon, WI

2023 Ford Ranger XL

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

2023 Ford Ranger XL

Ripon, WI

UnscoredInsufficient · 0
$34,89833,593 mi

Ripon, WI

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

Ripon, WI

UnscoredLimited · 5
$35,74433,945 mi

Comparison: 5 similar vehicles

Ripon, WI

2019 GMC Sierra 2500HD Base

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

2019 GMC Sierra 2500HD Base

Ripon, WI

UnscoredLimited · 9
$35,77891,058 mi

Comparison: 9 similar vehicles

Ripon, WI

2021 Chevrolet Silverado 1500 LT Trail Boss

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

2021 Chevrolet Silverado 1500 LT Trail Boss

Ripon, WI

UnscoredLimited · 6
$35,89880,637 mi

Comparison: 6 similar vehicles

Ripon, WI

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Ripon, WI

Fair PriceRobust · 159
$35,999Mileage not verified

Market: $30,290 – $39,029

Comparison: 159 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Ripon, WI

2026 Jeep Cherokee Limited

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

2026 Jeep Cherokee Limited

Ripon, WI

Fair PriceRobust · 60
$37,601114 mi

Market: $35,701 – $42,690

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Ripon, WI

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

Ripon, WI

Fair PriceModerate · 31
$38,69830,042 mi

Market: $35,494 – $44,348

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 246 days listed (based on current market benchmarks)

Ripon, WI

2026 Jeep Grand Cherokee Laredo

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

2026 Jeep Grand Cherokee Laredo

Ripon, WI

Fair PriceRobust · 54
$40,432149 mi

Market: $36,013 – $45,935

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 221 days listed (based on current market benchmarks)

Ripon, WI

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

Ripon, WI

Fair PriceLimited · 10
$40,54819,183 mi

Market: $40,395 – $44,397

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 259 days listed (based on current market benchmarks)

Ripon, WI

2027 Chevrolet Equinox RS

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

2027 Chevrolet Equinox RS

Ripon, WI

Fair PriceRobust · 64
$41,084Mileage not verified

Market: $37,181 – $43,868

Comparison: 64 similar vehicles

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

Ripon, WI

2024 GMC Sierra 1500 Elevation

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

2024 GMC Sierra 1500 Elevation

Ripon, WI

Fair PriceLimited · 14
$41,39830,451 mi

Market: $34,535 – $45,397

Comparison: 14 similar vehicles

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

Ripon, WI

2024 Buick Envision Avenir

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

2024 Buick Envision Avenir

Ripon, WI

UnscoredInsufficient · 0
$41,3987,614 mi

Ripon, WI

2026 Chevrolet Blazer 2LT

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

2026 Chevrolet Blazer 2LT

Ripon, WI

Fair PriceModerate · 23
$41,713Mileage not verified

Market: $37,495 – $42,593

Comparison: 23 similar vehicles

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

Ripon, WI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Ripon, WI

Fair PriceModerate · 32
$42,99925,852 mi

Market: $38,098 – $47,394

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Ripon, WI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Ripon, WI

Fair PriceModerate · 32
$43,39823,537 mi

Market: $38,098 – $47,394

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Ripon, WI

2026 GMC Acadia Elevation

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

2026 GMC Acadia Elevation

Ripon, WI

Fair PriceModerate · 32
$43,39823,229 mi

Market: $38,098 – $47,394

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Ripon, WI

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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