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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

102 listings found

2012 Audi Q7 Premium

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

2012 Audi Q7 Premium

Tempe, AZ

UnscoredInsufficient · 0
$7,394141,520 mi

Tempe, AZ

2007 Audi A8 Base

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

2007 Audi A8 Base

Tempe, AZ

UnscoredInsufficient · 0
$8,89988,394 mi

Tempe, AZ

2015 Audi A3 Sedan Premium Plus

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

2015 Audi A3 Sedan Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$9,99594,613 mi

Tempe, AZ

2010 Audi TT Premium

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

2010 Audi TT Premium

Tempe, AZ

UnscoredInsufficient · 0
$10,049117,750 mi

Tempe, AZ

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

Tempe, AZ

Fair PriceLimited · 13
$11,563103,617 mi

Market: $9,698 – $14,900

Comparison: 13 similar vehicles

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

Tempe, AZ

2017 Audi A3 Sedan Premium

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

2017 Audi A3 Sedan Premium

Tempe, AZ

UnscoredInsufficient · 0
$12,77757,519 mi

Tempe, AZ

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

Tempe, AZ

Unscored
$12,999110,124 mi

Comparison: 6 similar vehicles

Tempe, AZ

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

Tempe, AZ

Unscored
$15,89886,015 mi

Comparison: 8 similar vehicles

Tempe, AZ

2018 Audi A4 Premium

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

2018 Audi A4 Premium

Tempe, AZ

UnscoredInsufficient · 4
$15,94871,182 mi

Comparison: 4 similar vehicles

Tempe, AZ

2019 Audi A6 Premium

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

2019 Audi A6 Premium

Tempe, AZ

UnscoredInsufficient · 0
$16,595100,310 mi

Tempe, AZ

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

Tempe, AZ

Unscored
$18,88872,344 mi

Comparison: 5 similar vehicles

Tempe, AZ

2018 Audi Q7 Prestige

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

2018 Audi Q7 Prestige

Tempe, AZ

UnscoredInsufficient · 4
$19,09574,236 mi

Comparison: 4 similar vehicles

Tempe, AZ

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

Tempe, AZ

UnscoredInsufficient · 4
$19,49563,610 mi

Comparison: 4 similar vehicles

Tempe, AZ

2021 Audi e-tron Premium

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

2021 Audi e-tron Premium

Tempe, AZ

UnscoredInsufficient · 0
$19,99599,484 mi

Tempe, AZ

2022 Audi A4 Premium

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

2022 Audi A4 Premium

Tempe, AZ

UnscoredInsufficient · 0
$20,97740,598 mi

Tempe, AZ

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

Tempe, AZ

UnscoredInsufficient · 0
$21,45032,201 mi

Tempe, AZ

2022 Audi Q4 e-tron Premium Plus

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

2022 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$22,38725,276 mi

Tempe, AZ

2019 Audi A6 Premium Plus

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

2019 Audi A6 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$23,00062,117 mi

Tempe, AZ

2022 Audi A4 Premium

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

2022 Audi A4 Premium

Tempe, AZ

UnscoredInsufficient · 0
$23,27714,612 mi

Tempe, AZ

2022 Audi Q4 e-tron Premium Plus

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

2022 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$23,68723,678 mi

Tempe, AZ

2022 Audi A5 Sportback Premium

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

2022 Audi A5 Sportback Premium

Tempe, AZ

UnscoredInsufficient · 0
$23,72660,016 mi

Tempe, AZ

2018 Audi S5 Cabriolet Prestige

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

2018 Audi S5 Cabriolet Prestige

Tempe, AZ

UnscoredInsufficient · 0
$24,09576,034 mi

Tempe, AZ

2022 Audi Q4 e-tron Premium Plus

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

2022 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$24,5876,697 mi

Tempe, AZ

2024 Audi A4 Premium Plus

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

2024 Audi A4 Premium Plus

Tempe, AZ

UnscoredInsufficient · 3
$24,59542,872 mi

Comparison: 3 similar vehicles

Tempe, AZ

2020 Audi SQ5 Premium Plus

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

2020 Audi SQ5 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$24,90082,349 mi

Tempe, AZ

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

Tempe, AZ

Great DealLimited · 12
$24,97215,316 mi

Market: $26,189 – $26,977

Comparison: 12 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 22 days listed (based on current market benchmarks)

Tempe, AZ

2023 Audi Q4 Sportback e-tron Premium Plus

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

2023 Audi Q4 Sportback e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$25,18717,891 mi

Tempe, AZ

2023 Audi Q4 e-tron Premium Plus

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

2023 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$25,49712,410 mi

Tempe, AZ

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

Tempe, AZ

UnscoredInsufficient · 0
$25,67723,162 mi

Tempe, AZ

2022 Audi A5 Sportback Premium Plus

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

2022 Audi A5 Sportback Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$25,84552,015 mi

Tempe, AZ

2019 Audi S3 Premium Plus

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

2019 Audi S3 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$25,84578,781 mi

Tempe, AZ

2018 Audi S3 Premium Plus

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

2018 Audi S3 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$25,89558,060 mi

Tempe, AZ

2019 Audi A6 Prestige

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

2019 Audi A6 Prestige

Tempe, AZ

UnscoredInsufficient · 0
$26,39554,793 mi

Tempe, AZ

2019 Audi e-tron Prestige

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

2019 Audi e-tron Prestige

Tempe, AZ

UnscoredInsufficient · 0
$26,59031,552 mi

Tempe, AZ

2019 Audi A8 Base

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

2019 Audi A8 Base

Tempe, AZ

Unscored
$26,59568,821 mi

Comparison: 9 similar vehicles

Tempe, AZ

2019 Audi A6 Prestige

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

2019 Audi A6 Prestige

Tempe, AZ

UnscoredInsufficient · 0
$26,59549,298 mi

Tempe, AZ

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

Tempe, AZ

OverpricedLimited · 13
$26,97714,227 mi

Market: $24,972 – $26,189

Comparison: 13 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Tempe, AZ

2022 Audi Q5 Sportback Premium Plus

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

2022 Audi Q5 Sportback Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$26,97730,444 mi

Tempe, AZ

2018 Audi S3 Premium Plus

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

2018 Audi S3 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$27,59533,574 mi

Tempe, AZ

2023 Audi Q3 S Line Premium Plus

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

2023 Audi Q3 S Line Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$27,67412,406 mi

Tempe, AZ

2024 Audi Q4 e-tron Premium Plus

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

2024 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$27,79713,605 mi

Tempe, AZ

2024 Audi Q4 e-tron Premium Plus

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

2024 Audi Q4 e-tron Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$27,97716,894 mi

Tempe, AZ

2023 Audi Q4 e-tron Prestige

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

2023 Audi Q4 e-tron Prestige

Tempe, AZ

UnscoredInsufficient · 0
$27,99714,211 mi

Tempe, AZ

2023 Audi Q5 Prestige

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

2023 Audi Q5 Prestige

Tempe, AZ

Unscored
$28,77732,741 mi

Comparison: 11 similar vehicles

Tempe, AZ

2023 Audi A5 Sportback Premium

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

2023 Audi A5 Sportback Premium

Tempe, AZ

UnscoredInsufficient · 0
$29,27220,223 mi

Tempe, AZ

2024 Audi Q4 e-tron Premium

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

2024 Audi Q4 e-tron Premium

Tempe, AZ

UnscoredInsufficient · 0
$29,7778,009 mi

Tempe, AZ

2020 Audi S6 Premium Plus

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

2020 Audi S6 Premium Plus

Tempe, AZ

UnscoredInsufficient · 0
$30,84579,996 mi

Tempe, AZ

2025 Audi A3 Premium

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

2025 Audi A3 Premium

Tempe, AZ

UnscoredInsufficient · 0
$30,9776,020 mi

Tempe, AZ

2025 Audi Q4 e-tron Premium

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

2025 Audi Q4 e-tron Premium

Tempe, AZ

UnscoredInsufficient · 0
$31,2775,002 mi

Tempe, AZ

2023 Audi Q7 Premium Plus

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

2023 Audi Q7 Premium Plus

Tempe, AZ

UnscoredInsufficient · 4
$32,39545,171 mi

Comparison: 4 similar vehicles

Tempe, AZ

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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