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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

218 listings found

2008 INFINITI G 35

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

2008 INFINITI G 35

Knoxville, TN

UnscoredInsufficient · 3
$4,999208,249 mi

Comparison: 3 similar vehicles

Knoxville, TN

2015 INFINITI QX70 Base

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

2015 INFINITI QX70 Base

Knoxville, TN

UnscoredLimited · 8
$6,649189,759 mi

Comparison: 8 similar vehicles

Knoxville, TN

2011 INFINITI EX 35 Journey

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

2011 INFINITI EX 35 Journey

Knoxville, TN

UnscoredLimited · 6
$7,995137,560 mi

Comparison: 6 similar vehicles

Knoxville, TN

2012 INFINITI G Coupe 37 Journey

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

2012 INFINITI G Coupe 37 Journey

Knoxville, TN

UnscoredInsufficient · 0
$8,425167,768 mi

Knoxville, TN

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Knoxville, TN

UnscoredModerate · 47
$8,495156,863 mi

Comparison: 47 similar vehicles

Knoxville, TN

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Knoxville, TN

Fair PriceModerate · 48
$8,900116,429 mi

Market: $3,500 – $16,995

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Knoxville, TN

2010 INFINITI QX 56

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

2010 INFINITI QX 56

Knoxville, TN

UnscoredInsufficient · 0
$8,90098,582 mi

Knoxville, TN

2017 INFINITI QX60 Base

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

2017 INFINITI QX60 Base

Knoxville, TN

UnscoredLimited · 11
$9,800137,816 mi

Comparison: 11 similar vehicles

Knoxville, TN

2017 INFINITI QX30 Premium

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

2017 INFINITI QX30 Premium

Knoxville, TN

Fair PriceLimited · 18
$9,802106,156 mi

Market: $7,495 – $17,998

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Knoxville, TN

2017 INFINITI QX50 Base

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

2017 INFINITI QX50 Base

Knoxville, TN

Fair PriceLimited · 14
$9,900114,665 mi

Market: $6,995 – $16,709

Comparison: 14 similar vehicles

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

Knoxville, TN

2017 INFINITI QX30 Premium

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

2017 INFINITI QX30 Premium

Knoxville, TN

Fair PriceLimited · 17
$9,99992,082 mi

Market: $7,495 – $17,998

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Knoxville, TN

2019 INFINITI QX60 PURE

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

2019 INFINITI QX60 PURE

Knoxville, TN

UnscoredModerate · 23
$10,441132,570 mi

Comparison: 23 similar vehicles

Knoxville, TN

2013 INFINITI M 37

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

2013 INFINITI M 37

Knoxville, TN

Fair PriceLimited · 10
$10,989100,105 mi

Market: $8,799 – $14,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 108 days listed (based on current market benchmarks)

Knoxville, TN

2016 INFINITI QX80 Base

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

2016 INFINITI QX80 Base

Knoxville, TN

UnscoredInsufficient · 3
$10,999176,348 mi

Comparison: 3 similar vehicles

Knoxville, TN

2017 INFINITI QX80 Base

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

2017 INFINITI QX80 Base

Knoxville, TN

UnscoredRobust · 58
$11,379168,896 mi

Comparison: 58 similar vehicles

Knoxville, TN

2017 INFINITI QX60 Base

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

2017 INFINITI QX60 Base

Knoxville, TN

UnscoredInsufficient · 4
$11,478110,196 mi

Comparison: 4 similar vehicles

Knoxville, TN

2015 INFINITI QX80 Base

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

2015 INFINITI QX80 Base

Knoxville, TN

UnscoredModerate · 26
$11,770200,682 mi

Comparison: 26 similar vehicles

Knoxville, TN

2014 INFINITI Q50 Premium

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

2014 INFINITI Q50 Premium

Knoxville, TN

Fair PriceModerate · 22
$13,000103,869 mi

Market: $9,008 – $18,184

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Knoxville, TN

2019 INFINITI QX50 Luxe

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

2019 INFINITI QX50 Luxe

Knoxville, TN

UnscoredLimited · 11
$13,450120,956 mi

Comparison: 11 similar vehicles

Knoxville, TN

2019 INFINITI QX80 Base

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

2019 INFINITI QX80 Base

Knoxville, TN

UnscoredLimited · 9
$14,442156,158 mi

Comparison: 9 similar vehicles

Knoxville, TN

2017 INFINITI Q50 Premium

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

2017 INFINITI Q50 Premium

Knoxville, TN

Fair PriceModerate · 20
$14,49090,684 mi

Market: $8,999 – $17,198

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Knoxville, TN

2019 INFINITI QX50 Essential

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

2019 INFINITI QX50 Essential

Knoxville, TN

Fair PriceRobust · 76
$14,63693,933 mi

Market: $9,595 – $20,990

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Knoxville, TN

2015 INFINITI Q50 Premium

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

2015 INFINITI Q50 Premium

Knoxville, TN

Fair PriceModerate · 48
$14,660103,590 mi

Market: $7,999 – $17,590

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Knoxville, TN

2018 INFINITI Q50 LUXE

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

2018 INFINITI Q50 LUXE

Knoxville, TN

Fair PriceModerate · 41
$14,96890,826 mi

Market: $9,950 – $22,097

Comparison: 41 similar vehicles

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

Knoxville, TN

2018 INFINITI Q50 LUXE

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

2018 INFINITI Q50 LUXE

Knoxville, TN

Fair PriceModerate · 41
$15,17997,548 mi

Market: $9,950 – $22,097

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Knoxville, TN

2019 INFINITI Q50 LUXE

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

2019 INFINITI Q50 LUXE

Knoxville, TN

Fair PriceLimited · 14
$15,95697,607 mi

Market: $12,995 – $25,490

Comparison: 14 similar vehicles

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

Knoxville, TN

2018 INFINITI QX80 Base

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

2018 INFINITI QX80 Base

Knoxville, TN

UnscoredModerate · 28
$16,499136,504 mi

Comparison: 28 similar vehicles

Knoxville, TN

2020 INFINITI QX50 Luxe

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

2020 INFINITI QX50 Luxe

Knoxville, TN

Fair PriceModerate · 24
$16,99089,621 mi

Market: $13,499 – $24,900

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Knoxville, TN

2020 INFINITI QX60 LUXE

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

2020 INFINITI QX60 LUXE

Knoxville, TN

Fair PriceRobust · 82
$17,49582,071 mi

Market: $9,294 – $23,602

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Knoxville, TN

2019 INFINITI QX80

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

2019 INFINITI QX80

Knoxville, TN

UnscoredInsufficient · 0
$17,755136,586 mi

Knoxville, TN

2020 INFINITI QX80 Base

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

2020 INFINITI QX80 Base

Knoxville, TN

UnscoredRobust · 55
$17,999145,403 mi

Comparison: 55 similar vehicles

Knoxville, TN

2019 INFINITI QX50 Essential

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

2019 INFINITI QX50 Essential

Knoxville, TN

Fair PriceRobust · 55
$18,29071,570 mi

Market: $9,595 – $20,990

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Knoxville, TN

2015 INFINITI Q50 Premium

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

2015 INFINITI Q50 Premium

Knoxville, TN

UnscoredInsufficient · 0
$18,98840,811 mi

Knoxville, TN

2020 INFINITI QX50 Luxe

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

2020 INFINITI QX50 Luxe

Knoxville, TN

UnscoredLimited · 8
$20,31062,549 mi

Comparison: 8 similar vehicles

Knoxville, TN

2018 INFINITI Q50 RED SPORT

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

2018 INFINITI Q50 RED SPORT

Knoxville, TN

UnscoredInsufficient · 3
$20,99095,336 mi

Comparison: 3 similar vehicles

Knoxville, TN

2023 INFINITI QX50 Luxe

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

2023 INFINITI QX50 Luxe

Knoxville, TN

UnscoredLimited · 6
$23,92561,601 mi

Comparison: 6 similar vehicles

Knoxville, TN

2019 INFINITI QX80 Base

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

2019 INFINITI QX80 Base

Knoxville, TN

UnscoredLimited · 5
$24,743100,017 mi

Comparison: 5 similar vehicles

Knoxville, TN

2022 INFINITI QX60 AUTOGRAPH

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

2022 INFINITI QX60 AUTOGRAPH

Knoxville, TN

UnscoredModerate · 49
$25,669124,815 mi

Comparison: 49 similar vehicles

Knoxville, TN

2023 INFINITI QX50 Luxe

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

2023 INFINITI QX50 Luxe

Knoxville, TN

Fair PriceModerate · 26
$25,72234,515 mi

Market: $25,514 – $31,244

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Knoxville, TN

2023 INFINITI QX50 Sport

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

2023 INFINITI QX50 Sport

Knoxville, TN

UnscoredLimited · 7
$27,28650,770 mi

Comparison: 7 similar vehicles

Knoxville, TN

2023 INFINITI QX55 Essential

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

2023 INFINITI QX55 Essential

Knoxville, TN

Great DealLimited · 10
$27,71638,650 mi

Market: $29,387 – $33,594

Comparison: 10 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 93 days listed (based on current market benchmarks)

Knoxville, TN

2024 INFINITI QX60 LUXE

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

2024 INFINITI QX60 LUXE

Knoxville, TN

UnscoredLimited · 13
$27,74864,614 mi

Comparison: 13 similar vehicles

Knoxville, TN

2023 INFINITI QX60 AUTOGRAPH

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

2023 INFINITI QX60 AUTOGRAPH

Knoxville, TN

UnscoredModerate · 34
$27,756101,013 mi

Comparison: 34 similar vehicles

Knoxville, TN

2023 INFINITI QX50 Luxe

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

2023 INFINITI QX50 Luxe

Knoxville, TN

Fair PriceModerate · 23
$27,99917,395 mi

Market: $20,500 – $32,998

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Knoxville, TN

2023 INFINITI QX50 Sensory

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

2023 INFINITI QX50 Sensory

Knoxville, TN

UnscoredInsufficient · 0
$28,72144,913 mi

Knoxville, TN

2023 INFINITI QX60 PURE

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

2023 INFINITI QX60 PURE

Knoxville, TN

UnscoredLimited · 7
$28,98838,800 mi

Comparison: 7 similar vehicles

Knoxville, TN

2025 INFINITI QX50 Pure

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

2025 INFINITI QX50 Pure

Knoxville, TN

UnscoredInsufficient · 0
$28,99621,654 mi

Knoxville, TN

2023 INFINITI QX60 PURE

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

2023 INFINITI QX60 PURE

Knoxville, TN

UnscoredLimited · 7
$29,46437,000 mi

Comparison: 7 similar vehicles

Knoxville, TN

2023 INFINITI QX60 LUXE

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

2023 INFINITI QX60 LUXE

Knoxville, TN

Fair PriceModerate · 20
$29,91463,846 mi

Market: $24,186 – $36,939

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Knoxville, TN

2023 INFINITI QX55 Sensory

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

2023 INFINITI QX55 Sensory

Knoxville, TN

Fair PriceModerate · 21
$29,99734,198 mi

Market: $19,900 – $32,949

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Knoxville, TN

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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