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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

50 listings found

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Addison, TX

Unscored
$8,99590,271 mi

Comparison: 6 similar vehicles

Addison, TX

2007 Audi A4 Base

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

2007 Audi A4 Base

Addison, TX

UnscoredInsufficient · 3
$9,49566,060 mi

Comparison: 3 similar vehicles

Addison, TX

2017 Audi Q7 Prestige

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

2017 Audi Q7 Prestige

Addison, TX

Unscored
$9,998155,243 mi

Comparison: 8 similar vehicles

Addison, TX

2003 Audi TT Base

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

2003 Audi TT Base

Addison, TX

UnscoredInsufficient · 0
$10,72146,554 mi

Addison, TX

2011 Audi Q5 Premium Plus

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

2011 Audi Q5 Premium Plus

Addison, TX

UnscoredInsufficient · 0
$11,99568,916 mi

Addison, TX

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Addison, TX

UnscoredInsufficient · 0
$11,99670,886 mi

Addison, TX

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

Addison, TX

UnscoredInsufficient · 4
$12,21993,331 mi

Comparison: 4 similar vehicles

Addison, TX

2013 Audi TT Premium Plus

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

2013 Audi TT Premium Plus

Addison, TX

UnscoredInsufficient · 0
$13,52191,442 mi

Addison, TX

2009 Audi S5 Base

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

2009 Audi S5 Base

Addison, TX

UnscoredInsufficient · 0
$13,995103,887 mi

Addison, TX

2018 Audi Q7 Premium Plus

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

2018 Audi Q7 Premium Plus

Addison, TX

Fair PriceLimited · 15
$14,52185,138 mi

Market: $8,999 – $21,590

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 356 days listed (based on current market benchmarks)

Addison, TX

2020 Audi Q3 S Line Premium Plus

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

2020 Audi Q3 S Line Premium Plus

Addison, TX

Great DealLimited · 14
$14,821108,468 mi

Market: $17,975 – $21,348

Comparison: 14 similar vehicles

Competitively priced ~18% below the typical range compared to similar vehicles · 356 days listed (based on current market benchmarks)

Addison, TX

2014 Audi allroad Premium

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

2014 Audi allroad Premium

Addison, TX

UnscoredInsufficient · 4
$14,99584,741 mi

Comparison: 4 similar vehicles

Addison, TX

2017 Audi Q7 Premium Plus

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

2017 Audi Q7 Premium Plus

Addison, TX

Fair PriceModerate · 20
$15,12485,676 mi

Market: $9,950 – $54,825

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Addison, TX

2017 Audi Q7 Prestige

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

2017 Audi Q7 Prestige

Addison, TX

Unscored
$15,599107,672 mi

Comparison: 8 similar vehicles

Addison, TX

2016 Audi SQ5 Premium Plus

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

2016 Audi SQ5 Premium Plus

Addison, TX

UnscoredInsufficient · 0
$15,72173,689 mi

Addison, TX

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Addison, TX

UnscoredInsufficient · 0
$15,99643,615 mi

Addison, TX

2014 Audi A8 Base

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

2014 Audi A8 Base

Addison, TX

UnscoredInsufficient · 0
$16,000111,859 mi

Addison, TX

2018 Audi A4 Premium Plus

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

2018 Audi A4 Premium Plus

Addison, TX

Fair PriceLimited · 19
$16,49585,476 mi

Market: $12,900 – $19,224

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Addison, TX

2020 Audi Q3 S Line Premium

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

2020 Audi Q3 S Line Premium

Addison, TX

Unscored
$16,99693,084 mi

Comparison: 6 similar vehicles

Addison, TX

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

Addison, TX

Fair PriceLimited · 13
$16,99683,582 mi

Market: $15,490 – $21,215

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 194 days listed (based on current market benchmarks)

Addison, TX

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Addison, TX

Unscored
$17,70079,295 mi

Comparison: 5 similar vehicles

Addison, TX

2015 Audi S4 Premium Plus

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

2015 Audi S4 Premium Plus

Addison, TX

UnscoredInsufficient · 3
$17,995109,535 mi

Comparison: 3 similar vehicles

Addison, TX

2009 Audi S5 Base

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

2009 Audi S5 Base

Addison, TX

UnscoredInsufficient · 0
$17,99577,161 mi

Addison, TX

2013 Audi S5 Premium Plus

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

2013 Audi S5 Premium Plus

Addison, TX

UnscoredInsufficient · 0
$18,214119,888 mi

Addison, TX

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

Addison, TX

Fair PriceLimited · 13
$18,71986,248 mi

Market: $15,490 – $21,215

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Addison, TX

2021 Audi Q3 S Line Premium Plus

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

2021 Audi Q3 S Line Premium Plus

Addison, TX

Unscored
$18,78081,947 mi

Comparison: 9 similar vehicles

Addison, TX

2018 Audi A8 Base

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

2018 Audi A8 Base

Addison, TX

UnscoredInsufficient · 0
$18,99698,039 mi

Addison, TX

2018 Audi S5 Sportback Prestige

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

2018 Audi S5 Sportback Prestige

Addison, TX

UnscoredInsufficient · 3
$19,020120,040 mi

Comparison: 3 similar vehicles

Addison, TX

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

Addison, TX

Fair PriceLimited · 18
$19,06582,098 mi

Market: $16,398 – $26,138

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Addison, TX

2019 Audi Q7 Prestige

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

2019 Audi Q7 Prestige

Addison, TX

Fair PriceLimited · 15
$19,99680,535 mi

Market: $14,900 – $22,215

Comparison: 15 similar vehicles

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

Addison, TX

2023 Audi Q5 Premium

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

2023 Audi Q5 Premium

Addison, TX

UnscoredInsufficient · 4
$20,17076,144 mi

Comparison: 4 similar vehicles

Addison, TX

2018 Audi A7 Premium Plus

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

2018 Audi A7 Premium Plus

Addison, TX

Unscored
$20,50099,403 mi

Comparison: 10 similar vehicles

Addison, TX

2020 Audi Q3 S Line Prestige

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

2020 Audi Q3 S Line Prestige

Addison, TX

Unscored
$21,80667,787 mi

Comparison: 5 similar vehicles

Addison, TX

2014 Audi S5 Premium Plus

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

2014 Audi S5 Premium Plus

Addison, TX

UnscoredInsufficient · 0
$21,99591,897 mi

Addison, TX

2021 Audi A4 Premium

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

2021 Audi A4 Premium

Addison, TX

Unscored
$22,23662,716 mi

Comparison: 6 similar vehicles

Addison, TX

2020 Audi Q7 Premium Plus

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

2020 Audi Q7 Premium Plus

Addison, TX

UnscoredInsufficient · 4
$23,62061,409 mi

Comparison: 4 similar vehicles

Addison, TX

2023 Audi Q5 Premium Plus

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

2023 Audi Q5 Premium Plus

Addison, TX

Unscored
$23,92458,632 mi

Comparison: 8 similar vehicles

Addison, TX

2016 Audi S3 Premium Plus

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

2016 Audi S3 Premium Plus

Addison, TX

UnscoredInsufficient · 4
$23,99565,996 mi

Comparison: 4 similar vehicles

Addison, TX

2021 Audi A5 Cabriolet Premium

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

2021 Audi A5 Cabriolet Premium

Addison, TX

UnscoredInsufficient · 0
$24,22088,243 mi

Addison, TX

2020 Audi A6 Premium Plus

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

2020 Audi A6 Premium Plus

Addison, TX

UnscoredInsufficient · 0
$24,99652,534 mi

Addison, TX

2019 Audi A5 Sportback Prestige

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

2019 Audi A5 Sportback Prestige

Addison, TX

UnscoredInsufficient · 0
$26,99551,414 mi

Addison, TX

2022 Audi Q3 Premium

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

2022 Audi Q3 Premium

Addison, TX

UnscoredInsufficient · 0
$27,22018,308 mi

Addison, TX

2023 Audi A4 Premium Plus

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

2023 Audi A4 Premium Plus

Addison, TX

UnscoredInsufficient · 4
$28,21449,155 mi

Comparison: 4 similar vehicles

Addison, TX

2021 Audi Q8 Prestige

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

2021 Audi Q8 Prestige

Addison, TX

UnscoredInsufficient · 3
$31,18889,597 mi

Comparison: 3 similar vehicles

Addison, TX

2023 Audi Q7 Prestige

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

2023 Audi Q7 Prestige

Addison, TX

UnscoredInsufficient · 0
$31,651104,567 mi

Addison, TX

2020 Audi A7 Prestige

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

2020 Audi A7 Prestige

Addison, TX

UnscoredInsufficient · 0
$31,75163,532 mi

Addison, TX

2023 Audi Q7 Prestige

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

2023 Audi Q7 Prestige

Addison, TX

UnscoredInsufficient · 0
$34,92067,498 mi

Addison, TX

2016 Audi RS 7 Base

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

2016 Audi RS 7 Base

Addison, TX

Unscored
$39,21480,783 mi

Comparison: 9 similar vehicles

Addison, TX

2023 Audi RS Q8 Base

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

2023 Audi RS Q8 Base

Addison, TX

UnscoredInsufficient · 0
$85,21931,253 mi

Addison, TX

2020 Audi R8 Base

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

2020 Audi R8 Base

Addison, TX

UnscoredInsufficient · 0
$179,69914,987 mi

Addison, TX

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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