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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

38 listings found

No Photo

2012 Chevrolet Traverse 1LT

Somerville, TN

UnscoredInsufficient · 0
$6,500276,841 mi

Somerville, TN

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Somerville, TN

UnscoredInsufficient · 3
$7,000200,000 mi

Comparison: 3 similar vehicles

Somerville, TN

No Photo

2015 Jeep Renegade Sport

Somerville, TN

UnscoredInsufficient · 0
$7,625224,355 mi

Somerville, TN

No Photo

2017 Nissan Sentra SR

Somerville, TN

UnscoredInsufficient · 0
$8,0001,559 mi

Somerville, TN

2015 Kia Soul Base

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

2015 Kia Soul Base

Somerville, TN

UnscoredInsufficient · 3
$8,000152,350 mi

Comparison: 3 similar vehicles

Somerville, TN

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Somerville, TN

Unscored
$8,000128,850 mi

Comparison: 12 similar vehicles

Somerville, TN

No Photo

2014 Nissan Maxima SV

Somerville, TN

Unscored
$8,500180,345 mi

Comparison: 13 similar vehicles

Somerville, TN

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Somerville, TN

UnscoredInsufficient · 4
$8,800122,095 mi

Comparison: 4 similar vehicles

Somerville, TN

No Photo

2017 Chevrolet Trax LT

Somerville, TN

Unscored
$8,950123,340 mi

Comparison: 10 similar vehicles

Somerville, TN

No Photo

2017 Chevrolet Equinox LT

Somerville, TN

Unscored
$9,000178,935 mi

Comparison: 13 similar vehicles

Somerville, TN

2011 Honda Accord LX-S

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

2011 Honda Accord LX-S

Somerville, TN

UnscoredInsufficient · 0
$9,000179,800 mi

Somerville, TN

No Photo

2010 GMC Yukon XL SLT1

Somerville, TN

UnscoredInsufficient · 0
$9,000316,100 mi

Somerville, TN

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Somerville, TN

Unscored
$9,400112,105 mi

Comparison: 5 similar vehicles

Somerville, TN

2018 Jeep Cherokee Latitude

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

2018 Jeep Cherokee Latitude

Somerville, TN

Unscored
$9,500150,655 mi

Comparison: 29 similar vehicles

Somerville, TN

No Photo

2017 Chevrolet Traverse 1LT

Somerville, TN

Unscored
$9,500150,355 mi

Comparison: 23 similar vehicles

Somerville, TN

No Photo

2017 Chevrolet Traverse 1LT

Somerville, TN

Unscored
$9,500158,410 mi

Comparison: 23 similar vehicles

Somerville, TN

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Somerville, TN

Unscored
$9,500143,575 mi

Comparison: 5 similar vehicles

Somerville, TN

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Somerville, TN

Unscored
$9,512119,415 mi

Comparison: 5 similar vehicles

Somerville, TN

No Photo

2020 Nissan Versa Sedan SV

Somerville, TN

Unscored
$10,000158,655 mi

Comparison: 6 similar vehicles

Somerville, TN

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Somerville, TN

UnscoredInsufficient · 4
$10,000146,262 mi

Comparison: 4 similar vehicles

Somerville, TN

2017 Nissan Altima S

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

2017 Nissan Altima S

Somerville, TN

Unscored
$10,000142,330 mi

Comparison: 6 similar vehicles

Somerville, TN

2016 Nissan Altima S

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

2016 Nissan Altima S

Somerville, TN

Unscored
$10,00093,855 mi

Comparison: 9 similar vehicles

Somerville, TN

No Photo

2015 Jeep Cherokee Altitude

Somerville, TN

UnscoredInsufficient · 0
$10,000125,565 mi

Somerville, TN

No Photo

2015 Ford Expedition XL

Somerville, TN

UnscoredInsufficient · 0
$10,000196,250 mi

Somerville, TN

2016 GMC Acadia SLT-1

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

2016 GMC Acadia SLT-1

Somerville, TN

Unscored
$10,500177,685 mi

Comparison: 33 similar vehicles

Somerville, TN

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Somerville, TN

Unscored
$10,600136,280 mi

Comparison: 5 similar vehicles

Somerville, TN

No Photo

2020 Chevrolet Malibu 1LT

Somerville, TN

Unscored
$11,000144,985 mi

Comparison: 6 similar vehicles

Somerville, TN

2018 Kia Optima LX

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

2018 Kia Optima LX

Somerville, TN

Unscored
$11,000134,800 mi

Comparison: 30 similar vehicles

Somerville, TN

No Photo

2017 Honda Civic EX-T

Somerville, TN

Unscored
$11,000171,165 mi

Comparison: 6 similar vehicles

Somerville, TN

2020 Hyundai Accent SE

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

2020 Hyundai Accent SE

Somerville, TN

Fair PriceLimited · 11
$11,498104,855 mi

Market: $8,890 – $12,600

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Somerville, TN

2019 Chevrolet Cruze LT

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

2019 Chevrolet Cruze LT

Somerville, TN

Unscored
$12,000138,745 mi

Comparison: 10 similar vehicles

Somerville, TN

2017 Jeep Cherokee Trailhawk

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

2017 Jeep Cherokee Trailhawk

Somerville, TN

Unscored
$12,000120,405 mi

Comparison: 5 similar vehicles

Somerville, TN

2020 Nissan Altima S

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

2020 Nissan Altima S

Somerville, TN

Unscored
$12,500151,760 mi

Comparison: 6 similar vehicles

Somerville, TN

2021 Chevrolet Malibu 1FL

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

2021 Chevrolet Malibu 1FL

Somerville, TN

Fair PriceLimited · 17
$13,000115,170 mi

Market: $6,999 – $16,595

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Somerville, TN

2020 Chevrolet Equinox LS

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

2020 Chevrolet Equinox LS

Somerville, TN

Unscored
$13,000134,125 mi

Comparison: 8 similar vehicles

Somerville, TN

No Photo

2014 Chevrolet Silverado 1500 LT

Somerville, TN

UnscoredInsufficient · 3
$14,500196,465 mi

Comparison: 3 similar vehicles

Somerville, TN

2019 Chevrolet Impala 1LT

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

2019 Chevrolet Impala 1LT

Somerville, TN

Fair PriceModerate · 34
$15,000100,060 mi

Market: $8,900 – $16,420

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Somerville, TN

2023 GMC Terrain SLT

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

2023 GMC Terrain SLT

Somerville, TN

Fair PriceLimited · 17
$22,500118,552 mi

Market: $16,797 – $23,657

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Somerville, 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.
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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