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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

82 listings found

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Thompson, ND

UnscoredInsufficient · 0
$2,495350,319 mi

Thompson, ND

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Thompson, ND

UnscoredInsufficient · 0
$2,995238,367 mi

Thompson, ND

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Grand Forks, ND

UnscoredInsufficient · 0
$3,999201,178 mi

Grand Forks, ND

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Thompson, ND

UnscoredLimited · 9
$4,500186,505 mi

Comparison: 9 similar vehicles

Thompson, ND

2002 Mercury Sable GS

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

2002 Mercury Sable GS

Michigan, ND

UnscoredInsufficient · 0
$4,99580,024 mi

Michigan, ND

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

Grand Forks, ND

UnscoredInsufficient · 0
$4,999145,000 mi

Grand Forks, ND

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

Grand Forks, ND

UnscoredInsufficient · 0
$4,999143,156 mi

Grand Forks, ND

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Devils Lake, ND

UnscoredInsufficient · 0
$4,999158,679 mi

Devils Lake, ND

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Devils Lake, ND

UnscoredInsufficient · 4
$5,160185,213 mi

Comparison: 4 similar vehicles

Devils Lake, ND

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Grand Forks, ND

UnscoredInsufficient · 0
$5,289133,689 mi

Grand Forks, ND

2017 Kia Optima LX

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

2017 Kia Optima LX

Thompson, ND

UnscoredLimited · 9
$5,995185,288 mi

Comparison: 9 similar vehicles

Thompson, ND

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Thompson, ND

UnscoredInsufficient · 3
$5,995132,528 mi

Comparison: 3 similar vehicles

Thompson, ND

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Michigan, ND

UnscoredInsufficient · 0
$5,99575,892 mi

Michigan, ND

2018 Ford Focus SE

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

2018 Ford Focus SE

Grand Forks, ND

UnscoredInsufficient · 0
$5,999137,711 mi

Grand Forks, ND

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Devils Lake, ND

UnscoredInsufficient · 3
$5,999192,864 mi

Comparison: 3 similar vehicles

Devils Lake, ND

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Grand Forks, ND

UnscoredInsufficient · 0
$5,999135,374 mi

Grand Forks, ND

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Devils Lake, ND

UnscoredInsufficient · 0
$5,999174,641 mi

Devils Lake, ND

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Devils Lake, ND

UnscoredInsufficient · 0
$5,999174,685 mi

Devils Lake, ND

2014 Ford Focus SE

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

2014 Ford Focus SE

Thompson, ND

UnscoredLimited · 5
$6,99561,514 mi

Comparison: 5 similar vehicles

Thompson, ND

2011 Cadillac CTS Luxury Collection

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

2011 Cadillac CTS Luxury Collection

Michigan, ND

UnscoredInsufficient · 0
$6,995158,524 mi

Michigan, ND

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Grand Forks, ND

UnscoredInsufficient · 0
$6,999146,442 mi

Grand Forks, ND

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Grand Forks, ND

UnscoredInsufficient · 0
$7,28993,295 mi

Grand Forks, ND

2022 Hyundai Accent SE

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

2022 Hyundai Accent SE

Grand Forks, ND

UnscoredInsufficient · 0
$8,999109,999 mi

Grand Forks, ND

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Grand Forks, ND

UnscoredInsufficient · 0
$9,49091,610 mi

Grand Forks, ND

2015 Honda Civic LX

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

2015 Honda Civic LX

Grand Forks, ND

UnscoredLimited · 8
$10,99996,013 mi

Comparison: 8 similar vehicles

Grand Forks, ND

2014 Honda Civic LX

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

2014 Honda Civic LX

Grand Forks, ND

UnscoredInsufficient · 0
$11,28999,657 mi

Grand Forks, ND

2017 Hyundai Sonata Sport

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

2017 Hyundai Sonata Sport

Grand Forks, ND

UnscoredInsufficient · 0
$11,49081,153 mi

Grand Forks, ND

2016 Lincoln MKZ Base

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

2016 Lincoln MKZ Base

Cooperstown, ND

UnscoredInsufficient · 0
$12,99589,997 mi

Cooperstown, ND

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Grand Forks, ND

UnscoredInsufficient · 0
$13,99031,004 mi

Grand Forks, ND

2017 Toyota Corolla LE

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

2017 Toyota Corolla LE

Grand Forks, ND

UnscoredInsufficient · 0
$14,289101,775 mi

Grand Forks, ND

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Grand Forks, ND

UnscoredInsufficient · 0
$14,99962,855 mi

Grand Forks, ND

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Grand Forks, ND

UnscoredInsufficient · 0
$14,99925,265 mi

Grand Forks, ND

2024 Nissan Versa Sedan SV

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

2024 Nissan Versa Sedan SV

Grand Forks, ND

UnscoredInsufficient · 0
$15,29960,870 mi

Grand Forks, ND

2022 Toyota Corolla LE

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

2022 Toyota Corolla LE

Devils Lake, ND

UnscoredLimited · 7
$15,890105,787 mi

Comparison: 7 similar vehicles

Devils Lake, ND

2019 Nissan Altima SR

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

2019 Nissan Altima SR

Grand Forks, ND

UnscoredInsufficient · 0
$16,99051,331 mi

Grand Forks, ND

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Devils Lake, ND

UnscoredLimited · 7
$16,99169,780 mi

Comparison: 7 similar vehicles

Devils Lake, ND

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Devils Lake, ND

UnscoredLimited · 7
$16,99167,066 mi

Comparison: 7 similar vehicles

Devils Lake, ND

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Grand Forks, ND

UnscoredInsufficient · 0
$16,99961,970 mi

Grand Forks, ND

2023 Nissan Versa Sedan S

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

2023 Nissan Versa Sedan S

Grand Forks, ND

UnscoredInsufficient · 0
$16,99923,577 mi

Grand Forks, ND

2018 Ford Taurus Limited

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

2018 Ford Taurus Limited

Grand Forks, ND

UnscoredInsufficient · 0
$17,29484,807 mi

Grand Forks, ND

2017 Honda Accord Sport

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

2017 Honda Accord Sport

Grand Forks, ND

UnscoredInsufficient · 0
$17,39978,724 mi

Grand Forks, ND

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Grand Forks, ND

UnscoredLimited · 6
$17,59952,306 mi

Comparison: 6 similar vehicles

Grand Forks, ND

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Grand Forks, ND

UnscoredLimited · 6
$17,99952,570 mi

Comparison: 6 similar vehicles

Grand Forks, ND

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Devils Lake, ND

UnscoredLimited · 9
$17,99963,776 mi

Comparison: 9 similar vehicles

Devils Lake, ND

2022 Nissan Sentra SV

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

2022 Nissan Sentra SV

Grand Forks, ND

UnscoredInsufficient · 0
$18,28937,887 mi

Grand Forks, ND

2017 Toyota Camry XLE

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

2017 Toyota Camry XLE

Devils Lake, ND

UnscoredInsufficient · 0
$18,39075,827 mi

Devils Lake, ND

2021 Nissan Altima SR

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

2021 Nissan Altima SR

Grand Forks, ND

UnscoredInsufficient · 0
$18,54943,125 mi

Grand Forks, ND

2025 Volkswagen Jetta Sport

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

2025 Volkswagen Jetta Sport

Grand Forks, ND

UnscoredInsufficient · 0
$18,99954,542 mi

Grand Forks, ND

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Grand Forks, ND

Fair PriceLimited · 10
$19,29864,484 mi

Market: $17,174 – $19,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Grand Forks, ND

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Grand Forks, ND

UnscoredInsufficient · 4
$20,59847,265 mi

Comparison: 4 similar vehicles

Grand Forks, ND

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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