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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 11, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

194 listings found

2005 Audi A4 Base

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

2005 Audi A4 Base

Novi, MI

UnscoredInsufficient · 0
$5,250116,022 mi

Novi, MI

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Novi, MI

UnscoredInsufficient · 4
$7,963112,122 mi

Comparison: 4 similar vehicles

Novi, MI

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Novi, MI

Unscored
$9,713144,690 mi

Comparison: 14 similar vehicles

Novi, MI

2015 Audi A3 Sedan Premium

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

2015 Audi A3 Sedan Premium

Novi, MI

Unscored
$9,860111,458 mi

Comparison: 8 similar vehicles

Novi, MI

2015 Audi Q3 Premium Plus

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

2015 Audi Q3 Premium Plus

Novi, MI

UnscoredInsufficient · 4
$11,08082,715 mi

Comparison: 4 similar vehicles

Novi, MI

2015 Audi SQ5 Premium Plus

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

2015 Audi SQ5 Premium Plus

Novi, MI

UnscoredInsufficient · 0
$12,20894,510 mi

Novi, MI

2007 Audi S4 Base

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

2007 Audi S4 Base

Novi, MI

UnscoredInsufficient · 0
$12,66389,767 mi

Novi, MI

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Novi, MI

Fair PriceLimited · 15
$13,013104,227 mi

Market: $11,995 – $14,388

Comparison: 15 similar vehicles

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

Novi, MI

2017 Audi A6 Premium Plus

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

2017 Audi A6 Premium Plus

Novi, MI

Unscored
$14,795109,692 mi

Comparison: 8 similar vehicles

Novi, MI

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

Novi, MI

Fair PriceModerate · 21
$15,41392,425 mi

Market: $9,720 – $16,988

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Novi, MI

2018 Audi A4 Premium

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

2018 Audi A4 Premium

Novi, MI

Unscored
$15,66367,365 mi

Comparison: 6 similar vehicles

Novi, MI

2020 Audi Q5 Premium

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

2020 Audi Q5 Premium

Novi, MI

UnscoredInsufficient · 3
$16,21385,320 mi

Comparison: 3 similar vehicles

Novi, MI

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

Novi, MI

UnscoredInsufficient · 0
$17,11359,409 mi

Novi, MI

2021 Audi Q5 Premium Plus

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

2021 Audi Q5 Premium Plus

Novi, MI

Fair PriceModerate · 28
$18,18086,124 mi

Market: $13,900 – $22,186

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Novi, MI

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

Novi, MI

Fair PriceModerate · 21
$18,21394,768 mi

Market: $16,995 – $21,340

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Novi, MI

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

Novi, MI

Unscored
$18,71379,967 mi

Comparison: 7 similar vehicles

Novi, MI

2018 Audi SQ5 Premium Plus

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

2018 Audi SQ5 Premium Plus

Novi, MI

UnscoredInsufficient · 4
$19,21383,524 mi

Comparison: 4 similar vehicles

Novi, MI

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

Novi, MI

Fair PriceLimited · 17
$19,26399,840 mi

Market: $17,863 – $23,584

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Novi, MI

2021 Audi Q3 S Line Premium

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

2021 Audi Q3 S Line Premium

Novi, MI

Unscored
$20,26371,652 mi

Comparison: 5 similar vehicles

Novi, MI

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

Novi, MI

OverpricedLimited · 17
$23,58460,178 mi

Market: $17,863 – $20,844

Comparison: 17 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Novi, MI

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

Novi, MI

UnscoredInsufficient · 0
$23,61345,633 mi

Novi, MI

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

Novi, MI

UnscoredInsufficient · 0
$23,71381,613 mi

Novi, MI

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

Novi, MI

UnscoredInsufficient · 3
$24,86360,098 mi

Comparison: 3 similar vehicles

Novi, MI

2022 Audi Q7 Premium Plus

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

2022 Audi Q7 Premium Plus

Novi, MI

Unscored
$25,01383,339 mi

Comparison: 7 similar vehicles

Novi, MI

2019 Audi Q8 Premium

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

2019 Audi Q8 Premium

Novi, MI

UnscoredInsufficient · 3
$25,61377,236 mi

Comparison: 3 similar vehicles

Novi, MI

2022 Audi Q5 Sportback Premium

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

2022 Audi Q5 Sportback Premium

Novi, MI

UnscoredInsufficient · 0
$26,62248,312 mi

Novi, MI

2021 Audi Q5 Prestige

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

2021 Audi Q5 Prestige

Novi, MI

UnscoredInsufficient · 3
$27,23846,522 mi

Comparison: 3 similar vehicles

Novi, MI

2021 Audi Q5 Prestige

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

2021 Audi Q5 Prestige

Novi, MI

UnscoredInsufficient · 3
$27,26342,225 mi

Comparison: 3 similar vehicles

Novi, MI

2023 Audi Q5 Premium

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

2023 Audi Q5 Premium

Novi, MI

Unscored
$27,57232,546 mi

Comparison: 6 similar vehicles

Novi, MI

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

Novi, MI

UnscoredInsufficient · 0
$28,01357,881 mi

Novi, MI

2024 Audi Q3 S Line Premium Plus

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

2024 Audi Q3 S Line Premium Plus

Novi, MI

Fair PriceLimited · 12
$29,51333,363 mi

Market: $28,193 – $31,419

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Novi, MI

No Photo

2015 Audi A8 Base

Novi, MI

UnscoredInsufficient · 0
$30,00057,561 mi

Novi, MI

2014 Audi RS 7 Base

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

2014 Audi RS 7 Base

Novi, MI

UnscoredInsufficient · 0
$30,90788,925 mi

Novi, MI

No Photo

2016 Audi allroad Premium Plus

Novi, MI

UnscoredInsufficient · 0
$31,00026,442 mi

Novi, MI

2023 Audi A6 Premium

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

2023 Audi A6 Premium

Novi, MI

UnscoredInsufficient · 4
$31,38832,295 mi

Comparison: 4 similar vehicles

Novi, MI

2020 Audi S7 Prestige

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

2020 Audi S7 Prestige

Novi, MI

UnscoredInsufficient · 0
$32,06390,921 mi

Novi, MI

2024 Audi Q8 e-tron Premium

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

2024 Audi Q8 e-tron Premium

Novi, MI

UnscoredInsufficient · 0
$35,20830,216 mi

Novi, MI

2021 Audi Q8 Prestige

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

2021 Audi Q8 Prestige

Novi, MI

OverpricedModerate · 21
$35,88064,605 mi

Market: $27,995 – $34,308

Comparison: 21 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Novi, MI

2023 Audi S4 Premium Plus

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

2023 Audi S4 Premium Plus

Novi, MI

Unscored
$36,86652,504 mi

Comparison: 6 similar vehicles

Novi, MI

2024 Audi Q7 Premium Plus

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

2024 Audi Q7 Premium Plus

Novi, MI

UnscoredInsufficient · 0
$38,41320,073 mi

Novi, MI

No Photo

2017 Audi A5 Cabriolet Sport

Novi, MI

UnscoredInsufficient · 0
$38,50012,526 mi

Novi, MI

2024 Audi Q8 e-tron Premium Plus

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

2024 Audi Q8 e-tron Premium Plus

Novi, MI

UnscoredInsufficient · 0
$39,51326,723 mi

Novi, MI

2025 Audi New A5 Premium Plus

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

2025 Audi New A5 Premium Plus

Novi, MI

Fair PriceLimited · 17
$40,3139,476 mi

Market: $40,096 – $43,892

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Novi, MI

2025 Audi New A5 Premium Plus

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

2025 Audi New A5 Premium Plus

Novi, MI

Fair PriceLimited · 17
$40,5139,562 mi

Market: $40,096 – $43,892

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Novi, MI

2023 Audi Q8 Premium

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

2023 Audi Q8 Premium

Novi, MI

Unscored
$40,91335,449 mi

Comparison: 8 similar vehicles

Novi, MI

2025 Audi New A5 Premium

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

2025 Audi New A5 Premium

Novi, MI

OverpricedModerate · 22
$42,3133,837 mi

Market: $38,999 – $42,107

Comparison: 22 similar vehicles

Novi, MI

2023 Audi S6 Premium Plus

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

2023 Audi S6 Premium Plus

Novi, MI

Unscored
$42,80365,312 mi

Comparison: 9 similar vehicles

Novi, MI

2025 Audi New A5 Premium Plus

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

2025 Audi New A5 Premium Plus

Novi, MI

Fair PriceLimited · 17
$43,4134,850 mi

Market: $40,096 – $43,892

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Novi, MI

2025 Audi Q5 Premium

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

2025 Audi Q5 Premium

Novi, MI

Fair PriceModerate · 24
$43,8033,870 mi

Market: $42,785 – $45,296

Comparison: 24 similar vehicles

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

Novi, MI

2025 Audi Q5 Premium Plus

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

2025 Audi Q5 Premium Plus

Novi, MI

Fair PriceModerate · 46
$44,5135,820 mi

Market: $45,000 – $48,463

Comparison: 46 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 49 days listed (based on current market benchmarks)

Novi, MI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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