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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

429 listings found

1984 Mercedes-Benz 300

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

1984 Mercedes-Benz 300

Hillsborough, NH

UnscoredInsufficient · 0
$2,500200,000 mi

Hillsborough, NH

1984 Mercedes-Benz 380

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

1984 Mercedes-Benz 380

Londonderry, NH

UnscoredInsufficient · 0
$2,850148,000 mi

Londonderry, NH

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

Auburn, NH

UnscoredLimited · 7
$2,995132,555 mi

Comparison: 7 similar vehicles

Auburn, NH

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Derry, NH

UnscoredModerate · 20
$3,495174,958 mi

Comparison: 20 similar vehicles

Derry, NH

1990 Mercedes-Benz 300

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

1990 Mercedes-Benz 300

Londonderry, NH

UnscoredInsufficient · 0
$3,950105,000 mi

Londonderry, NH

2005 Mercedes-Benz E-Class E320 4Matic

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

2005 Mercedes-Benz E-Class E320 4Matic

Brentwood, NH

UnscoredInsufficient · 3
$4,999121,632 mi

Comparison: 3 similar vehicles

Brentwood, NH

1983 Mercedes-Benz 380

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

1983 Mercedes-Benz 380

Hillsborough, NH

UnscoredInsufficient · 0
$5,000118,000 mi

Hillsborough, NH

2004 Mercedes-Benz CLK-Class CLK320

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

2004 Mercedes-Benz CLK-Class CLK320

Somersworth, NH

UnscoredInsufficient · 0
$5,14999,848 mi

Somersworth, NH

2009 Mercedes-Benz GL-Class GL450

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

2009 Mercedes-Benz GL-Class GL450

Hudson, NH

UnscoredInsufficient · 0
$5,999117,461 mi

Hudson, NH

2010 Mercedes-Benz C-Class C300 Sport

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

2010 Mercedes-Benz C-Class C300 Sport

Pelham, NH

Salvage title
$6,000150,000 mi

Pelham, NH

2013 Mercedes-Benz C-Class C300 Sport

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

2013 Mercedes-Benz C-Class C300 Sport

Hooksett, NH

UnscoredLimited · 7
$6,295174,407 mi

Comparison: 7 similar vehicles

Hooksett, NH

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

Hooksett, NH

UnscoredLimited · 10
$6,550169,206 mi

Comparison: 10 similar vehicles

Hooksett, NH

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Plaistow, NH

UnscoredLimited · 6
$6,899154,350 mi

Comparison: 6 similar vehicles

Plaistow, NH

2014 Mercedes-Benz GL-Class GL450

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

2014 Mercedes-Benz GL-Class GL450

Derry, NH

UnscoredInsufficient · 3
$6,995149,643 mi

Comparison: 3 similar vehicles

Derry, NH

2012 Mercedes-Benz C-Class C300 Sport

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

2012 Mercedes-Benz C-Class C300 Sport

Plaistow, NH

Fair PriceModerate · 21
$6,995105,352 mi

Market: $4,495 – $11,724

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 189 days listed (based on current market benchmarks)

Plaistow, NH

2011 Mercedes-Benz E-Class E350 Sport

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

2011 Mercedes-Benz E-Class E350 Sport

Plaistow, NH

UnscoredLimited · 8
$6,995162,900 mi

Comparison: 8 similar vehicles

Plaistow, NH

1994 Mercedes-Benz SL

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

1994 Mercedes-Benz SL

Milford, NH

UnscoredInsufficient · 0
$7,95097,599 mi

Milford, NH

2014 Mercedes-Benz C-Class C300 Luxury

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

2014 Mercedes-Benz C-Class C300 Luxury

Rochester, NH

Fair PriceLimited · 10
$7,99588,750 mi

Market: $8,400 – $12,995

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 47 days listed (based on current market benchmarks)

Rochester, NH

2001 Mercedes-Benz S-Class S55 AMG

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

2001 Mercedes-Benz S-Class S55 AMG

Hampstead, NH

UnscoredInsufficient · 0
$7,995293,454 mi

Hampstead, NH

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

Hillsborough, NH

UnscoredInsufficient · 4
$8,000180,000 mi

Comparison: 4 similar vehicles

Hillsborough, NH

2006 Mercedes-Benz SL-Class SL500

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

2006 Mercedes-Benz SL-Class SL500

Manchester, NH

UnscoredLimited · 5
$8,000164,550 mi

Comparison: 5 similar vehicles

Manchester, NH

2007 Mercedes-Benz CL-Class CL550

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

2007 Mercedes-Benz CL-Class CL550

Goffstown, NH

UnscoredInsufficient · 0
$9,19998,599 mi

Goffstown, NH

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

Plaistow, NH

UnscoredLimited · 8
$9,800131,700 mi

Comparison: 8 similar vehicles

Plaistow, NH

2011 Mercedes-Benz M-Class ML350

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

2011 Mercedes-Benz M-Class ML350

Derry, NH

UnscoredLimited · 14
$9,900126,805 mi

Comparison: 14 similar vehicles

Derry, NH

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Keene, NH

Fair PriceRobust · 131
$9,995104,944 mi

Market: $6,800 – $20,500

Comparison: 131 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Keene, NH

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

Manchester, NH

UnscoredModerate · 23
$10,300128,576 mi

Comparison: 23 similar vehicles

Manchester, NH

2012 Mercedes-Benz S-Class S550

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

2012 Mercedes-Benz S-Class S550

Concord, NH

UnscoredInsufficient · 3
$10,360118,954 mi

Comparison: 3 similar vehicles

Concord, NH

2006 Mercedes-Benz SL-Class SL500

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

2006 Mercedes-Benz SL-Class SL500

Chesterfield, NH

UnscoredLimited · 5
$10,400103,855 mi

Comparison: 5 similar vehicles

Chesterfield, NH

2006 Mercedes-Benz E-Class E500 4Matic

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

2006 Mercedes-Benz E-Class E500 4Matic

Manchester, NH

UnscoredInsufficient · 0
$10,99552,612 mi

Manchester, NH

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

Derry, NH

UnscoredLimited · 17
$10,999124,844 mi

Comparison: 17 similar vehicles

Derry, NH

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

Hooksett, NH

UnscoredInsufficient · 3
$10,999126,977 mi

Comparison: 3 similar vehicles

Hooksett, NH

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

Kingston, NH

UnscoredInsufficient · 0
$11,00079,289 mi

Kingston, NH

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Rochester, NH

UnscoredInsufficient · 0
$11,39847,338 mi

Rochester, NH

2016 Mercedes-Benz Metris Passenger Van Base

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

2016 Mercedes-Benz Metris Passenger Van Base

Brentwood, NH

UnscoredInsufficient · 0
$11,499128,218 mi

Brentwood, NH

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

Hampton Falls, NH

UnscoredLimited · 7
$11,795123,344 mi

Comparison: 7 similar vehicles

Hampton Falls, NH

1999 Mercedes-Benz SL-Class Base

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

1999 Mercedes-Benz SL-Class Base

Nashua, NH

UnscoredInsufficient · 0
$11,95073,728 mi

Nashua, NH

2012 Mercedes-Benz E-Class E350 Sport

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

2012 Mercedes-Benz E-Class E350 Sport

Manchester, NH

UnscoredInsufficient · 4
$11,95590,409 mi

Comparison: 4 similar vehicles

Manchester, NH

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

Seabrook, NH

Salvage title
$11,99527,000 mi

Seabrook, NH

2012 Mercedes-Benz C-Class C300 Luxury

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

2012 Mercedes-Benz C-Class C300 Luxury

Derry, NH

OverpricedLimited · 11
$11,995104,400 mi

Market: $5,495 – $10,995

Comparison: 11 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Derry, NH

2011 Mercedes-Benz E-Class E350 Sport

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

2011 Mercedes-Benz E-Class E350 Sport

Manchester, NH

UnscoredLimited · 8
$11,99571,241 mi

Comparison: 8 similar vehicles

Manchester, NH

2004 Mercedes-Benz SL-Class SL500

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

2004 Mercedes-Benz SL-Class SL500

Manchester, NH

UnscoredInsufficient · 0
$11,99599,000 mi

Manchester, NH

2013 Mercedes-Benz S-Class S550

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

2013 Mercedes-Benz S-Class S550

Hillsborough, NH

UnscoredLimited · 8
$12,000120,000 mi

Comparison: 8 similar vehicles

Hillsborough, NH

2017 Mercedes-Benz GLS-Class GLS450

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

2017 Mercedes-Benz GLS-Class GLS450

Manchester, NH

UnscoredLimited · 7
$12,200150,066 mi

Comparison: 7 similar vehicles

Manchester, NH

2000 Mercedes-Benz SL-Class SL500

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

2000 Mercedes-Benz SL-Class SL500

Nashua, NH

UnscoredInsufficient · 3
$12,75091,348 mi

Comparison: 3 similar vehicles

Nashua, NH

2016 Mercedes-Benz GL-Class GL350

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

2016 Mercedes-Benz GL-Class GL350

Auburn, NH

UnscoredInsufficient · 0
$12,895136,785 mi

Auburn, NH

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

Concord, NH

UnscoredInsufficient · 4
$12,949110,285 mi

Comparison: 4 similar vehicles

Concord, NH

2018 Mercedes-Benz GLA-Class GLA250

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

2018 Mercedes-Benz GLA-Class GLA250

Chichester, NH

UnscoredInsufficient · 3
$12,99596,544 mi

Comparison: 3 similar vehicles

Chichester, NH

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

Manchester, NH

Fair PriceLimited · 15
$12,99592,300 mi

Market: $9,450 – $15,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Manchester, NH

2012 Mercedes-Benz SLK-Class SLK350

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

2012 Mercedes-Benz SLK-Class SLK350

Chichester, NH

UnscoredInsufficient · 0
$12,995104,295 mi

Chichester, NH

2016 Mercedes-Benz CLA-Class CLA250

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

2016 Mercedes-Benz CLA-Class CLA250

Plaistow, NH

UnscoredLimited · 8
$12,999102,975 mi

Comparison: 8 similar vehicles

Plaistow, NH

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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