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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

118 listings found

2005 Cadillac STS Base

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

2005 Cadillac STS Base

Moses Lake, WA

UnscoredInsufficient · 0
$3,500154,051 mi

Moses Lake, WA

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Moses Lake, WA

UnscoredLimited · 8
$4,500181,271 mi

Comparison: 8 similar vehicles

Moses Lake, WA

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Ephrata, WA

UnscoredInsufficient · 4
$5,500117,885 mi

Comparison: 4 similar vehicles

Ephrata, WA

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Moses Lake, WA

UnscoredLimited · 5
$5,999159,665 mi

Comparison: 5 similar vehicles

Moses Lake, WA

2012 Nissan Altima S

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

2012 Nissan Altima S

Moses Lake, WA

UnscoredLimited · 13
$6,000188,492 mi

Comparison: 13 similar vehicles

Moses Lake, WA

2009 Mercedes-Benz C-Class C300 Sport

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

2009 Mercedes-Benz C-Class C300 Sport

Moses Lake, WA

UnscoredInsufficient · 0
$6,999152,152 mi

Moses Lake, WA

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Moses Lake, WA

UnscoredInsufficient · 4
$6,99963,260 mi

Comparison: 4 similar vehicles

Moses Lake, WA

2013 Dodge Dart Limited

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

2013 Dodge Dart Limited

Ephrata, WA

UnscoredInsufficient · 0
$7,49584,391 mi

Ephrata, WA

2014 Nissan Sentra S

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

2014 Nissan Sentra S

Moses Lake, WA

UnscoredLimited · 6
$7,500117,454 mi

Comparison: 6 similar vehicles

Moses Lake, WA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Moses Lake, WA

UnscoredLimited · 5
$7,999130,746 mi

Comparison: 5 similar vehicles

Moses Lake, WA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Moses Lake, WA

UnscoredInsufficient · 0
$8,970100,235 mi

Moses Lake, WA

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Moses Lake, WA

UnscoredLimited · 15
$9,000138,101 mi

Comparison: 15 similar vehicles

Moses Lake, WA

2009 Honda Civic EX-L

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

2009 Honda Civic EX-L

Moses Lake, WA

UnscoredInsufficient · 0
$9,000133,314 mi

Moses Lake, WA

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

Ephrata, WA

UnscoredLimited · 8
$9,499167,184 mi

Comparison: 8 similar vehicles

Ephrata, WA

2011 BMW 5 Series 535i

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

2011 BMW 5 Series 535i

East Wenatchee, WA

Fair PriceLimited · 13
$9,750115,200 mi

Market: $4,999 – $10,995

Comparison: 13 similar vehicles

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

East Wenatchee, WA

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Moses Lake, WA

UnscoredModerate · 26
$9,999145,165 mi

Comparison: 26 similar vehicles

Moses Lake, WA

2013 Hyundai Genesis 5.0 R-Spec

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

2013 Hyundai Genesis 5.0 R-Spec

Moses Lake, WA

UnscoredInsufficient · 0
$10,000120,495 mi

Moses Lake, WA

2015 Toyota Corolla LE

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

2015 Toyota Corolla LE

East Wenatchee, WA

UnscoredModerate · 22
$10,199126,349 mi

Comparison: 22 similar vehicles

East Wenatchee, WA

2020 Kia Optima LX

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

2020 Kia Optima LX

Moses Lake, WA

UnscoredLimited · 19
$10,691127,550 mi

Comparison: 19 similar vehicles

Moses Lake, WA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Ephrata, WA

UnscoredInsufficient · 0
$10,99547,112 mi

Ephrata, WA

2016 Hyundai Sonata Hybrid Limited

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

2016 Hyundai Sonata Hybrid Limited

Ephrata, WA

UnscoredInsufficient · 0
$10,99978,385 mi

Ephrata, WA

2015 Subaru WRX Limited

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

2015 Subaru WRX Limited

Moses Lake, WA

UnscoredLimited · 12
$11,000143,630 mi

Comparison: 12 similar vehicles

Moses Lake, WA

2014 Buick LaCrosse Leather

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

2014 Buick LaCrosse Leather

Moses Lake, WA

UnscoredInsufficient · 0
$11,73390,856 mi

Moses Lake, WA

2018 Tesla Model 3 Long Range

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

2018 Tesla Model 3 Long Range

Ephrata, WA

UnscoredLimited · 14
$11,997168,432 mi

Comparison: 14 similar vehicles

Ephrata, WA

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Ephrata, WA

UnscoredInsufficient · 0
$11,99711,111 mi

Ephrata, WA

2019 Kia FORTE S

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

2019 Kia FORTE S

Moses Lake, WA

OverpricedLimited · 12
$11,99987,802 mi

Market: $9,050 – $11,978

Comparison: 12 similar vehicles

Moses Lake, WA

2011 Honda Accord EX-L V6

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

2011 Honda Accord EX-L V6

Moses Lake, WA

UnscoredInsufficient · 0
$12,799118,163 mi

Moses Lake, WA

2015 Ford Taurus SE

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

2015 Ford Taurus SE

Ephrata, WA

UnscoredInsufficient · 0
$12,99582,374 mi

Ephrata, WA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Moses Lake, WA

Fair PriceLimited · 10
$12,99991,841 mi

Market: $6,400 – $15,980

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 329 days listed (based on current market benchmarks)

Moses Lake, WA

2021 Kia K5 LXS

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

2021 Kia K5 LXS

Moses Lake, WA

UnscoredLimited · 8
$13,000103,449 mi

Comparison: 8 similar vehicles

Moses Lake, WA

2013 INFINITI G Sedan 37x

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

2013 INFINITI G Sedan 37x

Moses Lake, WA

UnscoredLimited · 6
$13,000150,667 mi

Comparison: 6 similar vehicles

Moses Lake, WA

2013 Honda Civic LX

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

2013 Honda Civic LX

East Wenatchee, WA

Fair PriceLimited · 13
$13,10083,088 mi

Market: $7,000 – $13,499

Comparison: 13 similar vehicles

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

East Wenatchee, WA

2018 Mazda Mazda6 Grand Touring

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

2018 Mazda Mazda6 Grand Touring

Ephrata, WA

UnscoredInsufficient · 4
$14,99963,418 mi

Comparison: 4 similar vehicles

Ephrata, WA

2018 Chrysler 300 Limited

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

2018 Chrysler 300 Limited

Moses Lake, WA

UnscoredLimited · 5
$15,000101,689 mi

Comparison: 5 similar vehicles

Moses Lake, WA

2018 Mazda Mazda3 Touring

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

2018 Mazda Mazda3 Touring

Moses Lake, WA

UnscoredLimited · 9
$15,00074,184 mi

Comparison: 9 similar vehicles

Moses Lake, WA

2022 Nissan Sentra SV

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

2022 Nissan Sentra SV

Moses Lake, WA

UnscoredInsufficient · 3
$15,30096,490 mi

Comparison: 3 similar vehicles

Moses Lake, WA

2019 Toyota Corolla L

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

2019 Toyota Corolla L

Moses Lake, WA

UnscoredInsufficient · 0
$15,99965,319 mi

Moses Lake, WA

2019 Toyota Corolla SE

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

2019 Toyota Corolla SE

Moses Lake, WA

UnscoredInsufficient · 4
$16,000108,099 mi

Comparison: 4 similar vehicles

Moses Lake, WA

2021 Hyundai Sonata SEL

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

2021 Hyundai Sonata SEL

East Wenatchee, WA

UnscoredInsufficient · 0
$16,05079,415 mi

East Wenatchee, WA

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Moses Lake, WA

Fair PriceLimited · 13
$16,500102,157 mi

Market: $11,900 – $20,995

Comparison: 13 similar vehicles

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

Moses Lake, WA

2018 Audi A6 Premium

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

2018 Audi A6 Premium

Moses Lake, WA

UnscoredInsufficient · 3
$16,60094,860 mi

Comparison: 3 similar vehicles

Moses Lake, WA

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Moses Lake, WA

Fair PriceModerate · 26
$16,90072,465 mi

Market: $8,700 – $17,950

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Moses Lake, WA

2017 Lincoln MKZ Select

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

2017 Lincoln MKZ Select

East Wenatchee, WA

UnscoredInsufficient · 0
$17,10046,628 mi

East Wenatchee, WA

2019 Honda Civic EX

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

2019 Honda Civic EX

Moses Lake, WA

UnscoredInsufficient · 0
$17,299108,227 mi

Moses Lake, WA

2021 Subaru WRX Base

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

2021 Subaru WRX Base

Moses Lake, WA

UnscoredLimited · 7
$17,750113,634 mi

Comparison: 7 similar vehicles

Moses Lake, WA

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Moses Lake, WA

UnscoredLimited · 6
$17,99941,442 mi

Comparison: 6 similar vehicles

Moses Lake, WA

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Moses Lake, WA

UnscoredInsufficient · 0
$18,00046,858 mi

Moses Lake, WA

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Moses Lake, WA

Fair PriceRobust · 83
$18,27955,422 mi

Market: $16,500 – $23,980

Comparison: 83 similar vehicles

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

Moses Lake, WA

2020 Subaru WRX Premium

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

2020 Subaru WRX Premium

Moses Lake, WA

UnscoredInsufficient · 4
$18,99951,432 mi

Comparison: 4 similar vehicles

Moses Lake, WA

2020 Nissan Altima Platinum

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

2020 Nissan Altima Platinum

Moses Lake, WA

UnscoredLimited · 8
$19,00043,185 mi

Comparison: 8 similar vehicles

Moses Lake, WA

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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