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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

6M+

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

211 listings found

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Olathe, KS

UnscoredInsufficient · 0
$5,800251,256 mi

Olathe, KS

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Scott City, KS

UnscoredInsufficient · 0
$6,300223,250 mi

Scott City, KS

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Shawnee, KS

UnscoredInsufficient · 0
$7,995201,542 mi

Shawnee, KS

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Olathe, KS

UnscoredInsufficient · 0
$8,600164,770 mi

Olathe, KS

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Olathe, KS

UnscoredLimited · 5
$9,500143,829 mi

Comparison: 5 similar vehicles

Olathe, KS

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Wichita, KS

UnscoredInsufficient · 0
$9,999114,550 mi

Wichita, KS

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Garden City, KS

UnscoredInsufficient · 0
$10,250120,600 mi

Garden City, KS

2009 Nissan Frontier SE

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

2009 Nissan Frontier SE

Pittsburg, KS

UnscoredInsufficient · 0
$10,950132,819 mi

Pittsburg, KS

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Topeka, KS

UnscoredInsufficient · 0
$12,495135,000 mi

Topeka, KS

2011 Nissan Titan SV

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

2011 Nissan Titan SV

Ulysses, KS

UnscoredInsufficient · 0
$12,899142,225 mi

Ulysses, KS

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Lyndon, KS

UnscoredInsufficient · 3
$12,98090,974 mi

Comparison: 3 similar vehicles

Lyndon, KS

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Wichita, KS

UnscoredInsufficient · 0
$12,985158,070 mi

Wichita, KS

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Clearwater, KS

UnscoredInsufficient · 0
$12,995114,113 mi

Clearwater, KS

2016 Nissan Frontier PRO-4X

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

2016 Nissan Frontier PRO-4X

Kansas City, KS

UnscoredInsufficient · 0
$13,799157,899 mi

Kansas City, KS

2013 Nissan Frontier S

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

2013 Nissan Frontier S

Pittsburg, KS

UnscoredInsufficient · 4
$13,900146,938 mi

Comparison: 4 similar vehicles

Pittsburg, KS

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Wichita, KS

UnscoredModerate · 33
$13,999169,245 mi

Comparison: 33 similar vehicles

Wichita, KS

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Topeka, KS

UnscoredInsufficient · 3
$14,000178,000 mi

Comparison: 3 similar vehicles

Topeka, KS

2011 Nissan Frontier PRO-4X

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

2011 Nissan Frontier PRO-4X

Parsons, KS

UnscoredInsufficient · 0
$14,199142,652 mi

Parsons, KS

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Kansas City, KS

UnscoredLimited · 17
$14,799172,973 mi

Comparison: 17 similar vehicles

Kansas City, KS

2023 Nissan Titan S

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

2023 Nissan Titan S

Mission, KS

UnscoredInsufficient · 0
$14,950152,361 mi

Mission, KS

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Wichita, KS

UnscoredInsufficient · 3
$14,980125,656 mi

Comparison: 3 similar vehicles

Wichita, KS

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Olathe, KS

UnscoredLimited · 6
$15,036129,679 mi

Comparison: 6 similar vehicles

Olathe, KS

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Park City, KS

UnscoredLimited · 16
$15,245133,192 mi

Comparison: 16 similar vehicles

Park City, KS

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Park City, KS

UnscoredLimited · 16
$15,245173,000 mi

Comparison: 16 similar vehicles

Park City, KS

2013 Nissan Titan SV

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

2013 Nissan Titan SV

Pittsburg, KS

UnscoredInsufficient · 0
$15,950137,115 mi

Pittsburg, KS

2022 Nissan Frontier S

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

2022 Nissan Frontier S

Chanute, KS

UnscoredLimited · 6
$16,100146,030 mi

Comparison: 6 similar vehicles

Chanute, KS

2017 Nissan Frontier PRO-4X

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

2017 Nissan Frontier PRO-4X

Hutchinson, KS

UnscoredInsufficient · 0
$16,593151,093 mi

Hutchinson, KS

2016 Nissan Titan XD SL

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

2016 Nissan Titan XD SL

Clearwater, KS

UnscoredInsufficient · 4
$16,995116,242 mi

Comparison: 4 similar vehicles

Clearwater, KS

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Dodge City, KS

UnscoredInsufficient · 0
$16,995153,582 mi

Dodge City, KS

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Salina, KS

Fair PriceLimited · 12
$17,04781,393 mi

Market: $14,799 – $19,998

Comparison: 12 similar vehicles

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

Salina, KS

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Topeka, KS

Fair PriceModerate · 32
$18,400101,792 mi

Market: $14,003 – $20,269

Comparison: 32 similar vehicles

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

Topeka, KS

2017 Nissan Titan XD SV

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

2017 Nissan Titan XD SV

Wichita, KS

UnscoredInsufficient · 3
$18,69884,876 mi

Comparison: 3 similar vehicles

Wichita, KS

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Liberal, KS

UnscoredLimited · 7
$18,900104,524 mi

Comparison: 7 similar vehicles

Liberal, KS

2018 Nissan Frontier Desert Runner

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

2018 Nissan Frontier Desert Runner

Wichita, KS

UnscoredInsufficient · 0
$18,995100,525 mi

Wichita, KS

2017 Nissan Titan SL

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

2017 Nissan Titan SL

Garden City, KS

UnscoredInsufficient · 0
$18,995136,267 mi

Garden City, KS

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Manhattan, KS

Fair PriceModerate · 29
$19,67182,689 mi

Market: $14,003 – $20,269

Comparison: 29 similar vehicles

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

Manhattan, KS

2017 Nissan Titan XD Platinum Reserve

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

2017 Nissan Titan XD Platinum Reserve

Wichita, KS

UnscoredInsufficient · 0
$19,693191,289 mi

Wichita, KS

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Wellington, KS

OverpricedLimited · 15
$19,82099,131 mi

Market: $8,900 – $15,735

Comparison: 15 similar vehicles

Priced ~26% above the typical market range for similar vehicles (based on current market benchmarks)

Wellington, KS

2024 Nissan Frontier S

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

2024 Nissan Frontier S

Olathe, KS

UnscoredInsufficient · 0
$19,98784,003 mi

Olathe, KS

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Wichita, KS

Fair PriceLimited · 16
$19,995104,532 mi

Market: $10,995 – $23,990

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Wichita, KS

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Merriam, KS

OverpricedModerate · 22
$19,99886,300 mi

Market: $14,799 – $17,197

Comparison: 22 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Merriam, KS

2016 Nissan Titan XD SL

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

2016 Nissan Titan XD SL

Wichita, KS

UnscoredInsufficient · 0
$19,99979,084 mi

Wichita, KS

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Kansas City, KS

UnscoredInsufficient · 0
$20,000151,494 mi

Kansas City, KS

2017 Nissan Titan Platinum Reserve

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

2017 Nissan Titan Platinum Reserve

Olathe, KS

UnscoredInsufficient · 3
$20,995127,495 mi

Comparison: 3 similar vehicles

Olathe, KS

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Salina, KS

UnscoredInsufficient · 3
$21,40896,700 mi

Comparison: 3 similar vehicles

Salina, KS

2022 Nissan Frontier S

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

2022 Nissan Frontier S

Wichita, KS

UnscoredInsufficient · 3
$21,94758,820 mi

Comparison: 3 similar vehicles

Wichita, KS

2020 Nissan Titan PRO-4X

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

2020 Nissan Titan PRO-4X

Kansas City, KS

Salvage title
$21,99594,565 mi

Kansas City, KS

2019 Nissan Frontier S

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

2019 Nissan Frontier S

Merriam, KS

UnscoredInsufficient · 0
$21,99840,686 mi

Merriam, KS

2021 Nissan Frontier S

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

2021 Nissan Frontier S

Parsons, KS

UnscoredInsufficient · 0
$22,04964,098 mi

Parsons, KS

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Clay Center, KS

UnscoredInsufficient · 4
$22,29665,090 mi

Comparison: 4 similar vehicles

Clay Center, KS

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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