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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 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

199 listings found

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Boise, ID

UnscoredInsufficient · 0
$4,995133,288 mi

Boise, ID

2001 Mercedes-Benz M-Class ML 320

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

2001 Mercedes-Benz M-Class ML 320

Boise, ID

UnscoredInsufficient · 0
$4,995164,027 mi

Boise, ID

2001 Mercedes-Benz E-Class E430 4Matic

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

2001 Mercedes-Benz E-Class E430 4Matic

Boise, ID

UnscoredInsufficient · 0
$5,995101,056 mi

Boise, ID

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Boise, ID

UnscoredInsufficient · 0
$6,955155,049 mi

Boise, ID

2010 Mercedes-Benz C-Class C300 Luxury

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

2010 Mercedes-Benz C-Class C300 Luxury

Boise, ID

UnscoredInsufficient · 0
$6,995163,556 mi

Boise, ID

2001 Mercedes-Benz E-Class E320

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

2001 Mercedes-Benz E-Class E320

Boise, ID

UnscoredInsufficient · 0
$7,49883,929 mi

Boise, ID

2002 Mercedes-Benz CL Class CL500

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

2002 Mercedes-Benz CL Class CL500

Boise, ID

UnscoredInsufficient · 0
$7,499185,000 mi

Boise, ID

2000 Mercedes-Benz CLK Base

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

2000 Mercedes-Benz CLK Base

Boise, ID

Salvage title
$7,548156,384 mi

Boise, ID

2013 Mercedes-Benz GLK-Class GLK350

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

2013 Mercedes-Benz GLK-Class GLK350

Boise, ID

UnscoredInsufficient · 0
$7,995147,772 mi

Boise, ID

2006 Mercedes-Benz SLK-Class SLK280

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

2006 Mercedes-Benz SLK-Class SLK280

Boise, ID

UnscoredInsufficient · 0
$7,995119,430 mi

Boise, ID

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Boise, ID

UnscoredInsufficient · 0
$8,489125,434 mi

Boise, ID

2001 Mercedes-Benz S-Class S600

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

2001 Mercedes-Benz S-Class S600

Boise, ID

UnscoredInsufficient · 0
$8,99999,000 mi

Boise, ID

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Boise, ID

UnscoredInsufficient · 0
$9,450130,277 mi

Boise, ID

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Boise, ID

UnscoredInsufficient · 0
$9,495107,809 mi

Boise, ID

2015 Mercedes-Benz M-Class ML250

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

2015 Mercedes-Benz M-Class ML250

Boise, ID

UnscoredInsufficient · 0
$9,995132,010 mi

Boise, ID

2015 Mercedes-Benz GLA-Class GLA250

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

2015 Mercedes-Benz GLA-Class GLA250

Boise, ID

UnscoredInsufficient · 0
$9,995105,694 mi

Boise, ID

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Boise, ID

UnscoredInsufficient · 0
$9,99592,424 mi

Boise, ID

2013 Mercedes-Benz GL-Class GL450

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

2013 Mercedes-Benz GL-Class GL450

Boise, ID

UnscoredInsufficient · 0
$9,995151,776 mi

Boise, ID

2013 Mercedes-Benz GL-Class GL450

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

2013 Mercedes-Benz GL-Class GL450

Boise, ID

UnscoredInsufficient · 0
$9,99595,230 mi

Boise, ID

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Boise, ID

UnscoredInsufficient · 0
$9,99568,744 mi

Boise, ID

2013 Mercedes-Benz C-Class C350 Sport

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

2013 Mercedes-Benz C-Class C350 Sport

Boise, ID

UnscoredInsufficient · 0
$9,995122,843 mi

Boise, ID

2013 Mercedes-Benz E-Class E350 Sport

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

2013 Mercedes-Benz E-Class E350 Sport

Boise, ID

UnscoredInsufficient · 0
$9,995114,529 mi

Boise, ID

2005 Mercedes-Benz SLK-Class SLK350

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

2005 Mercedes-Benz SLK-Class SLK350

Boise, ID

UnscoredInsufficient · 0
$9,99579,345 mi

Boise, ID

2016 Mercedes-Benz GLE-Class GLE350

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

2016 Mercedes-Benz GLE-Class GLE350

Boise, ID

UnscoredInsufficient · 0
$10,995125,585 mi

Boise, ID

2016 Mercedes-Benz E-Class E350 Sport

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

2016 Mercedes-Benz E-Class E350 Sport

Boise, ID

UnscoredInsufficient · 0
$11,495144,677 mi

Boise, ID

2015 Mercedes-Benz M-Class ML250

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

2015 Mercedes-Benz M-Class ML250

Boise, ID

UnscoredInsufficient · 0
$11,650133,721 mi

Boise, ID

2011 Mercedes-Benz GLK-Class GLK350

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

2011 Mercedes-Benz GLK-Class GLK350

Boise, ID

UnscoredInsufficient · 0
$11,650111,145 mi

Boise, ID

2013 Mercedes-Benz M-Class ML350

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

2013 Mercedes-Benz M-Class ML350

Boise, ID

UnscoredInsufficient · 0
$11,850119,297 mi

Boise, ID

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

Boise, ID

UnscoredInsufficient · 0
$11,850101,718 mi

Boise, ID

2007 Mercedes-Benz SLK-Class SLK350

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

2007 Mercedes-Benz SLK-Class SLK350

Boise, ID

UnscoredInsufficient · 0
$11,99967,908 mi

Boise, ID

2016 Mercedes-Benz GL-Class GL450

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

2016 Mercedes-Benz GL-Class GL450

Boise, ID

UnscoredInsufficient · 0
$12,14698,940 mi

Boise, ID

2014 Mercedes-Benz C-Class C300 Sport

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

2014 Mercedes-Benz C-Class C300 Sport

Boise, ID

UnscoredInsufficient · 0
$12,39880,751 mi

Boise, ID

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Boise, ID

UnscoredInsufficient · 4
$12,995104,933 mi

Comparison: 4 similar vehicles

Boise, ID

2008 Mercedes-Benz S-Class S550

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

2008 Mercedes-Benz S-Class S550

Boise, ID

UnscoredInsufficient · 0
$12,99972,739 mi

Boise, ID

2015 Mercedes-Benz GL-Class GL450

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

2015 Mercedes-Benz GL-Class GL450

Boise, ID

UnscoredInsufficient · 0
$13,855108,295 mi

Boise, ID

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Boise, ID

UnscoredInsufficient · 3
$13,995117,384 mi

Comparison: 3 similar vehicles

Boise, ID

2016 Mercedes-Benz GLE-Class GLE400

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

2016 Mercedes-Benz GLE-Class GLE400

Boise, ID

UnscoredInsufficient · 0
$13,995123,777 mi

Boise, ID

2016 Mercedes-Benz GLC GLC300

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

2016 Mercedes-Benz GLC GLC300

Boise, ID

UnscoredInsufficient · 0
$13,99586,579 mi

Boise, ID

2013 Mercedes-Benz M-Class ML550

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

2013 Mercedes-Benz M-Class ML550

Boise, ID

UnscoredInsufficient · 0
$14,25059,246 mi

Boise, ID

2017 Mercedes-Benz GLA-Class GLA250

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

2017 Mercedes-Benz GLA-Class GLA250

Boise, ID

UnscoredInsufficient · 0
$14,400105,029 mi

Boise, ID

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Boise, ID

UnscoredInsufficient · 0
$14,49867,625 mi

Boise, ID

2020 Mercedes-Benz GLA GLA250

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

2020 Mercedes-Benz GLA GLA250

Boise, ID

UnscoredInsufficient · 0
$14,99581,692 mi

Boise, ID

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Boise, ID

UnscoredInsufficient · 0
$14,99967,289 mi

Boise, ID

2018 Mercedes-Benz GLS-Class GLS450

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

2018 Mercedes-Benz GLS-Class GLS450

Boise, ID

UnscoredInsufficient · 0
$15,995113,510 mi

Boise, ID

2018 Mercedes-Benz GLE-Class GLE350

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

2018 Mercedes-Benz GLE-Class GLE350

Boise, ID

UnscoredInsufficient · 3
$16,99579,485 mi

Comparison: 3 similar vehicles

Boise, ID

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Boise, ID

UnscoredLimited · 7
$16,99574,646 mi

Comparison: 7 similar vehicles

Boise, ID

2018 Mercedes-Benz GLE-Class GLE350

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

2018 Mercedes-Benz GLE-Class GLE350

Boise, ID

UnscoredInsufficient · 0
$17,21091,440 mi

Boise, ID

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Boise, ID

UnscoredInsufficient · 0
$17,40075,866 mi

Boise, ID

2017 Mercedes-Benz SLC Roadster SLC300

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

2017 Mercedes-Benz SLC Roadster SLC300

Boise, ID

UnscoredInsufficient · 0
$17,99581,906 mi

Boise, ID

2016 Mercedes-Benz GLE-Class GLE350

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

2016 Mercedes-Benz GLE-Class GLE350

Boise, ID

UnscoredInsufficient · 0
$18,65092,135 mi

Boise, ID

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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