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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 6, 2026

7.1M+

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

310 listings found

2014 Audi Q7 Premium

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

2014 Audi Q7 Premium

Raleigh, NC

Unscored
$3,998188,636 mi

Comparison: 7 similar vehicles

Raleigh, NC

2008 Audi A6 Base

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

2008 Audi A6 Base

Raleigh, NC

UnscoredInsufficient · 3
$4,444146,048 mi

Comparison: 3 similar vehicles

Raleigh, NC

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

Raleigh, NC

Great DealLimited · 14
$5,950110,422 mi

Market: $6,875 – $13,990

Comparison: 14 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 79 days listed (based on current market benchmarks)

Raleigh, NC

2012 Audi Q5 Premium Plus

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

2012 Audi Q5 Premium Plus

Raleigh, NC

UnscoredInsufficient · 3
$5,998171,754 mi

Comparison: 3 similar vehicles

Raleigh, NC

2015 Audi A4 Premium Plus

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

2015 Audi A4 Premium Plus

Raleigh, NC

Unscored
$5,999148,462 mi

Comparison: 45 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$6,444143,868 mi

Comparison: 17 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$6,498115,108 mi

Comparison: 5 similar vehicles

Raleigh, NC

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

Raleigh, NC

UnscoredInsufficient · 3
$6,49884,648 mi

Comparison: 3 similar vehicles

Raleigh, NC

2014 Audi A6 Premium

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

2014 Audi A6 Premium

Raleigh, NC

Unscored
$6,950112,610 mi

Comparison: 13 similar vehicles

Raleigh, NC

2008 Audi A6 Base

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

2008 Audi A6 Base

Raleigh, NC

UnscoredInsufficient · 4
$6,995106,223 mi

Comparison: 4 similar vehicles

Raleigh, NC

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Raleigh, NC

Fair PriceLimited · 11
$6,99881,727 mi

Market: $5,500 – $9,500

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Raleigh, NC

2016 Audi A6 Premium Plus

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

2016 Audi A6 Premium Plus

Raleigh, NC

UnscoredInsufficient · 4
$6,999101,312 mi

Comparison: 4 similar vehicles

Raleigh, NC

2008 Audi S5 Base

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

2008 Audi S5 Base

Raleigh, NC

UnscoredInsufficient · 0
$7,497188,211 mi

Raleigh, NC

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

Raleigh, NC

Unscored
$7,500130,197 mi

Comparison: 10 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$7,799134,622 mi

Comparison: 7 similar vehicles

Raleigh, NC

2013 Audi Q7 Premium

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

2013 Audi Q7 Premium

Raleigh, NC

UnscoredInsufficient · 4
$7,950117,911 mi

Comparison: 4 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$7,990134,712 mi

Comparison: 19 similar vehicles

Raleigh, NC

2015 Audi A4 Premium

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

2015 Audi A4 Premium

Raleigh, NC

Unscored
$7,990120,992 mi

Comparison: 5 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$7,999134,441 mi

Comparison: 17 similar vehicles

Raleigh, NC

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Raleigh, NC

Unscored
$7,999114,432 mi

Comparison: 6 similar vehicles

Raleigh, NC

2011 Audi Q5 Premium

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

2011 Audi Q5 Premium

Raleigh, NC

UnscoredInsufficient · 4
$7,999130,920 mi

Comparison: 4 similar vehicles

Raleigh, NC

2016 Audi A6 Premium Plus

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

2016 Audi A6 Premium Plus

Raleigh, NC

UnscoredInsufficient · 3
$8,498111,288 mi

Comparison: 3 similar vehicles

Raleigh, NC

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

Raleigh, NC

Great DealLimited · 12
$8,995109,707 mi

Market: $10,988 – $16,786

Comparison: 12 similar vehicles

Competitively priced ~18% below the typical range compared to similar vehicles · 90 days listed (based on current market benchmarks)

Raleigh, NC

2016 Audi Q3 Premium Plus

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

2016 Audi Q3 Premium Plus

Raleigh, NC

Fair PriceLimited · 16
$8,995119,280 mi

Market: $7,999 – $13,194

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Raleigh, NC

2012 Audi A6 Premium

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

2012 Audi A6 Premium

Raleigh, NC

Unscored
$8,995123,286 mi

Comparison: 5 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$9,399146,067 mi

Comparison: 16 similar vehicles

Raleigh, NC

2014 Audi Q7 S line Prestige

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

2014 Audi Q7 S line Prestige

Raleigh, NC

UnscoredInsufficient · 4
$9,39995,438 mi

Comparison: 4 similar vehicles

Raleigh, NC

2011 Audi Q7 Premium

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

2011 Audi Q7 Premium

Raleigh, NC

UnscoredInsufficient · 3
$9,40876,228 mi

Comparison: 3 similar vehicles

Raleigh, NC

2016 Audi Q3 Premium Plus

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

2016 Audi Q3 Premium Plus

Raleigh, NC

UnscoredInsufficient · 3
$9,459114,854 mi

Comparison: 3 similar vehicles

Raleigh, NC

2017 Audi A6 Premium

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

2017 Audi A6 Premium

Raleigh, NC

Unscored
$9,488149,077 mi

Comparison: 6 similar vehicles

Raleigh, NC

2016 Audi Q3 Premium Plus

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

2016 Audi Q3 Premium Plus

Raleigh, NC

UnscoredInsufficient · 3
$9,566118,376 mi

Comparison: 3 similar vehicles

Raleigh, NC

2014 Audi allroad Premium

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

2014 Audi allroad Premium

Raleigh, NC

UnscoredInsufficient · 4
$9,90081,343 mi

Comparison: 4 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$9,988151,670 mi

Comparison: 19 similar vehicles

Raleigh, NC

2016 Audi A4 Premium

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

2016 Audi A4 Premium

Raleigh, NC

UnscoredInsufficient · 3
$9,99094,703 mi

Comparison: 3 similar vehicles

Raleigh, NC

2014 Audi A4 Premium

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

2014 Audi A4 Premium

Raleigh, NC

UnscoredInsufficient · 4
$9,99594,657 mi

Comparison: 4 similar vehicles

Raleigh, NC

2013 Audi allroad Premium

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

2013 Audi allroad Premium

Raleigh, NC

UnscoredInsufficient · 4
$9,99999,878 mi

Comparison: 4 similar vehicles

Raleigh, NC

2012 Audi S4 Premium Plus

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

2012 Audi S4 Premium Plus

Raleigh, NC

UnscoredInsufficient · 0
$9,999150,388 mi

Raleigh, NC

2016 Audi A4 Premium

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

2016 Audi A4 Premium

Raleigh, NC

UnscoredInsufficient · 3
$10,69990,009 mi

Comparison: 3 similar vehicles

Raleigh, NC

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Raleigh, NC

Unscored
$10,69970,490 mi

Comparison: 8 similar vehicles

Raleigh, NC

2014 Audi Q5 Premium Plus

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

2014 Audi Q5 Premium Plus

Raleigh, NC

Unscored
$11,298115,013 mi

Comparison: 9 similar vehicles

Raleigh, NC

2017 Audi A5 Coupe Sport

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

2017 Audi A5 Coupe Sport

Raleigh, NC

UnscoredInsufficient · 0
$11,499106,824 mi

Raleigh, NC

2008 Audi TT Base

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

2008 Audi TT Base

Raleigh, NC

UnscoredInsufficient · 3
$11,49998,275 mi

Comparison: 3 similar vehicles

Raleigh, NC

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

Raleigh, NC

Fair PriceLimited · 17
$11,990113,054 mi

Market: $9,399 – $15,619

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Raleigh, NC

2017 Audi A4 Prestige

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

2017 Audi A4 Prestige

Raleigh, NC

UnscoredInsufficient · 0
$11,990114,483 mi

Raleigh, NC

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

Raleigh, NC

UnscoredInsufficient · 3
$11,995132,640 mi

Comparison: 3 similar vehicles

Raleigh, NC

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

Raleigh, NC

Unscored
$11,999124,899 mi

Comparison: 17 similar vehicles

Raleigh, NC

2017 Audi Q7 Prestige

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

2017 Audi Q7 Prestige

Raleigh, NC

UnscoredInsufficient · 4
$12,499128,644 mi

Comparison: 4 similar vehicles

Raleigh, NC

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

Raleigh, NC

OverpricedLimited · 19
$12,99882,175 mi

Market: $9,988 – $10,488

Comparison: 19 similar vehicles

Priced ~24% above the typical market range for similar vehicles (based on current market benchmarks)

Raleigh, NC

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

Raleigh, NC

Unscored
$12,999149,689 mi

Comparison: 7 similar vehicles

Raleigh, NC

2018 Audi A5 Cabriolet Premium Plus

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

2018 Audi A5 Cabriolet Premium Plus

Raleigh, NC

Unscored
$12,999122,323 mi

Comparison: 18 similar vehicles

Raleigh, NC

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 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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