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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 31, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

367 listings found

2014 Audi A4 Premium

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

2014 Audi A4 Premium

Omaha, NE

UnscoredInsufficient · 3
$9,799124,850 mi

Comparison: 3 similar vehicles

Omaha, NE

2016 Audi A4 Premium

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

2016 Audi A4 Premium

Omaha, NE

Salvage title
$9,99590,781 mi

Omaha, NE

2015 Audi Q7 Premium Plus

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

2015 Audi Q7 Premium Plus

Omaha, NE

Unscored
$10,950191,366 mi

Comparison: 5 similar vehicles

Omaha, NE

2014 Audi allroad Premium

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

2014 Audi allroad Premium

Omaha, NE

UnscoredInsufficient · 0
$11,49897,945 mi

Omaha, NE

2020 Audi Q5 Premium

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

2020 Audi Q5 Premium

Omaha, NE

UnscoredInsufficient · 0
$11,698146,239 mi

Omaha, NE

2014 Audi A4 Premium

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

2014 Audi A4 Premium

Omaha, NE

UnscoredInsufficient · 3
$12,90097,000 mi

Comparison: 3 similar vehicles

Omaha, NE

2015 Audi S3 Premium Plus

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

2015 Audi S3 Premium Plus

Omaha, NE

Salvage title
$12,95093,464 mi

Omaha, NE

2016 Audi A4 Premium Plus

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

2016 Audi A4 Premium Plus

Omaha, NE

UnscoredInsufficient · 0
$13,500121,962 mi

Omaha, NE

2014 Audi Q7 Premium

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

2014 Audi Q7 Premium

Omaha, NE

UnscoredInsufficient · 0
$13,500103,603 mi

Omaha, NE

2015 Audi A5 Cabriolet Premium Plus

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

2015 Audi A5 Cabriolet Premium Plus

Omaha, NE

Salvage title
$13,95071,000 mi

Omaha, NE

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Omaha, NE

Salvage title
$14,30060,915 mi

Omaha, NE

2016 Audi A3 Sedan Premium Plus

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

2016 Audi A3 Sedan Premium Plus

Omaha, NE

Salvage title
$14,30079,875 mi

Omaha, NE

2016 Audi Q5 Premium Plus

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

2016 Audi Q5 Premium Plus

Omaha, NE

OverpricedLimited · 11
$14,450103,401 mi

Market: $7,890 – $10,500

Comparison: 11 similar vehicles

Priced ~38% above the typical market range for similar vehicles (based on current market benchmarks)

Omaha, NE

2015 Audi Q5 Premium Plus

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

2015 Audi Q5 Premium Plus

Omaha, NE

Fair PriceLimited · 14
$14,70094,790 mi

Market: $7,500 – $16,590

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Omaha, NE

2016 Audi A3 Sedan Premium

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

2016 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 0
$14,99597,563 mi

Omaha, NE

2018 Audi Q3 Premium Plus

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

2018 Audi Q3 Premium Plus

Omaha, NE

Salvage title
$14,99959,118 mi

Omaha, NE

2015 Audi A8 Base

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

2015 Audi A8 Base

Omaha, NE

UnscoredInsufficient · 4
$15,000123,010 mi

Comparison: 4 similar vehicles

Omaha, NE

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Omaha, NE

Unscored
$15,695111,863 mi

Comparison: 6 similar vehicles

Omaha, NE

2012 Audi A5 Premium

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

2012 Audi A5 Premium

Omaha, NE

UnscoredInsufficient · 0
$16,90046,000 mi

Omaha, NE

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Omaha, NE

Unscored
$16,99589,366 mi

Comparison: 6 similar vehicles

Omaha, NE

2016 Audi A3 Cabriolet Premium

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

2016 Audi A3 Cabriolet Premium

Omaha, NE

UnscoredInsufficient · 0
$17,54863,830 mi

Omaha, NE

2015 Audi Q5 Prestige

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

2015 Audi Q5 Prestige

Omaha, NE

UnscoredInsufficient · 0
$17,85060,500 mi

Omaha, NE

2018 Audi A3 Sedan Premium Plus

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

2018 Audi A3 Sedan Premium Plus

Omaha, NE

Salvage title
$17,99545,190 mi

Omaha, NE

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Omaha, NE

UnscoredInsufficient · 0
$17,99856,826 mi

Omaha, NE

2019 Audi Q5 Premium Plus

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

2019 Audi Q5 Premium Plus

Omaha, NE

Unscored
$18,900107,445 mi

Comparison: 7 similar vehicles

Omaha, NE

2016 Audi A5 Cabriolet Premium Plus

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

2016 Audi A5 Cabriolet Premium Plus

Omaha, NE

UnscoredInsufficient · 3
$18,90071,707 mi

Comparison: 3 similar vehicles

Omaha, NE

2007 Audi S4 Base

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

2007 Audi S4 Base

Omaha, NE

UnscoredInsufficient · 0
$18,90052,000 mi

Omaha, NE

2018 Audi Q7 Prestige

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

2018 Audi Q7 Prestige

Omaha, NE

OverpricedModerate · 23
$18,99581,201 mi

Market: $12,950 – $16,699

Comparison: 23 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Omaha, NE

2017 Audi A4 Premium Plus

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

2017 Audi A4 Premium Plus

Omaha, NE

Fair PriceLimited · 10
$18,99594,308 mi

Market: $13,499 – $20,000

Comparison: 10 similar vehicles

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

Omaha, NE

2018 Audi A6 Premium Plus

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

2018 Audi A6 Premium Plus

Omaha, NE

Salvage title
$19,95058,000 mi

Omaha, NE

No Photo

2024 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 3
$19,99955,106 mi

Comparison: 3 similar vehicles

Omaha, NE

2017 Audi A4 Premium Plus

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

2017 Audi A4 Premium Plus

Omaha, NE

Unscored
$20,00094,800 mi

Comparison: 9 similar vehicles

Omaha, NE

No Photo

2024 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 3
$20,19856,496 mi

Comparison: 3 similar vehicles

Omaha, NE

2024 Audi A3 Sedan Premium

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

2024 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 4
$20,22460,297 mi

Comparison: 4 similar vehicles

Omaha, NE

No Photo

2024 Audi Q3 S Line Premium

Omaha, NE

UnscoredInsufficient · 4
$20,39767,927 mi

Comparison: 4 similar vehicles

Omaha, NE

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Omaha, NE

UnscoredInsufficient · 4
$20,39864,071 mi

Comparison: 4 similar vehicles

Omaha, NE

No Photo

2024 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 3
$21,09855,511 mi

Comparison: 3 similar vehicles

Omaha, NE

2018 Audi Q5 Prestige

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

2018 Audi Q5 Prestige

Omaha, NE

Salvage title
$21,95051,419 mi

Omaha, NE

2018 Audi A6 Sport

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

2018 Audi A6 Sport

Omaha, NE

Salvage title
$21,99536,157 mi

Omaha, NE

No Photo

2024 Audi Q3 S Line Premium

Omaha, NE

UnscoredInsufficient · 0
$21,99852,419 mi

Omaha, NE

No Photo

2024 Audi A4 Premium Plus

Omaha, NE

UnscoredInsufficient · 4
$22,22462,434 mi

Comparison: 4 similar vehicles

Omaha, NE

No Photo

2024 Audi A4 Premium Plus

Omaha, NE

UnscoredInsufficient · 4
$22,22463,872 mi

Comparison: 4 similar vehicles

Omaha, NE

2019 Audi Q7 Premium Plus

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

2019 Audi Q7 Premium Plus

Omaha, NE

UnscoredInsufficient · 0
$22,68948,322 mi

Omaha, NE

2022 Audi Q5 Premium Plus

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

2022 Audi Q5 Premium Plus

Omaha, NE

Fair PriceLimited · 14
$22,69578,543 mi

Market: $21,414 – $24,565

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Omaha, NE

No Photo

2024 Audi A4 Premium Plus

Omaha, NE

UnscoredInsufficient · 0
$22,69859,974 mi

Omaha, NE

2020 Audi A3 Sedan Premium

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

2020 Audi A3 Sedan Premium

Omaha, NE

UnscoredInsufficient · 0
$22,70075,698 mi

Omaha, NE

2019 Audi Q5 Premium Plus

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

2019 Audi Q5 Premium Plus

Omaha, NE

Unscored
$22,90071,264 mi

Comparison: 7 similar vehicles

Omaha, NE

2020 Audi Q5 Premium Plus

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

2020 Audi Q5 Premium Plus

Omaha, NE

Salvage title
$22,95035,658 mi

Omaha, NE

No Photo

2024 Audi Q5 Premium Plus

Omaha, NE

UnscoredInsufficient · 4
$23,39863,856 mi

Comparison: 4 similar vehicles

Omaha, NE

No Photo

2024 Audi Q5 Premium Plus

Omaha, NE

UnscoredInsufficient · 4
$23,42466,091 mi

Comparison: 4 similar vehicles

Omaha, NE

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.
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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