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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

236 listings found

2007 Mercedes-Benz E-Class E320 BLUETEC

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

2007 Mercedes-Benz E-Class E320 BLUETEC

Tallahassee, FL

UnscoredInsufficient · 0
$3,995190,718 mi

Tallahassee, FL

2008 Mercedes-Benz E-Class E320 BLUETEC

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

2008 Mercedes-Benz E-Class E320 BLUETEC

Tallahassee, FL

UnscoredInsufficient · 0
$4,500209,156 mi

Tallahassee, FL

2003 Mercedes-Benz CLK-Class CLK320

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

2003 Mercedes-Benz CLK-Class CLK320

Tallahassee, FL

UnscoredInsufficient · 0
$5,30098,814 mi

Tallahassee, FL

2011 Mercedes-Benz E-Class E350 Luxury

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

2011 Mercedes-Benz E-Class E350 Luxury

Tallahassee, FL

UnscoredLimited · 12
$5,988161,572 mi

Comparison: 12 similar vehicles

Tallahassee, FL

2016 Mercedes-Benz B-Class B250e

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

2016 Mercedes-Benz B-Class B250e

Tallahassee, FL

UnscoredInsufficient · 0
$6,30061,191 mi

Tallahassee, FL

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

Tallahassee, FL

UnscoredInsufficient · 4
$6,500152,444 mi

Comparison: 4 similar vehicles

Tallahassee, FL

No Photo

2013 Mercedes-Benz GL-Class GL450

Tallahassee, FL

UnscoredInsufficient · 0
$7,995169,742 mi

Tallahassee, FL

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

Tallahassee, FL

UnscoredInsufficient · 4
$8,900150,203 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Tallahassee, FL

UnscoredInsufficient · 0
$8,995112,853 mi

Tallahassee, FL

2012 Mercedes-Benz Sprinter Van Base

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

2012 Mercedes-Benz Sprinter Van Base

Tallahassee, FL

UnscoredInsufficient · 0
$8,995403,277 mi

Tallahassee, FL

2010 Mercedes-Benz E-Class E350 Sport

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

2010 Mercedes-Benz E-Class E350 Sport

Tallahassee, FL

UnscoredLimited · 7
$8,995168,546 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2009 Mercedes-Benz C-Class C350 Sport

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

2009 Mercedes-Benz C-Class C350 Sport

Tallahassee, FL

UnscoredInsufficient · 0
$8,999211,564 mi

Tallahassee, FL

No Photo

2014 Mercedes-Benz C-Class C250 Sport

Tallahassee, FL

UnscoredLimited · 19
$9,900152,719 mi

Comparison: 19 similar vehicles

Tallahassee, FL

No Photo

2013 Mercedes-Benz GLK-Class GLK350

Tallahassee, FL

UnscoredInsufficient · 3
$9,900152,059 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2013 Mercedes-Benz Sprinter Cargo Van Base

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

2013 Mercedes-Benz Sprinter Cargo Van Base

Tallahassee, FL

UnscoredInsufficient · 0
$9,990172,395 mi

Tallahassee, FL

2014 Mercedes-Benz M-Class ML350

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

2014 Mercedes-Benz M-Class ML350

Tallahassee, FL

UnscoredLimited · 7
$9,995142,935 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2009 Mercedes-Benz E-Class E350 Sport/Luxury

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

2009 Mercedes-Benz E-Class E350 Sport/Luxury

Tallahassee, FL

UnscoredInsufficient · 0
$10,49581,244 mi

Tallahassee, FL

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Tallahassee, FL

Fair PriceLimited · 10
$10,949105,175 mi

Market: $4,900 – $11,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 746 days listed (based on current market benchmarks)

Tallahassee, FL

2015 Mercedes-Benz CLA-Class CLA250

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

2015 Mercedes-Benz CLA-Class CLA250

Tallahassee, FL

UnscoredInsufficient · 3
$10,99991,208 mi

Comparison: 3 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

UnscoredModerate · 22
$10,999142,000 mi

Comparison: 22 similar vehicles

Tallahassee, FL

2014 Mercedes-Benz E-Class E350 Luxury

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

2014 Mercedes-Benz E-Class E350 Luxury

Tallahassee, FL

Fair PriceLimited · 10
$11,988102,772 mi

Market: $7,495 – $14,197

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Tallahassee, FL

2010 Mercedes-Benz E-Class E350 Sport

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

2010 Mercedes-Benz E-Class E350 Sport

Tallahassee, FL

UnscoredInsufficient · 4
$11,990111,048 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2013 Mercedes-Benz E-Class E350

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

2013 Mercedes-Benz E-Class E350

Tallahassee, FL

UnscoredLimited · 5
$11,99980,420 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Tallahassee, FL

UnscoredInsufficient · 3
$12,900132,340 mi

Comparison: 3 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

UnscoredRobust · 50
$12,999150,865 mi

Comparison: 50 similar vehicles

Tallahassee, FL

2016 Mercedes-Benz GLA-Class GLA250

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

2016 Mercedes-Benz GLA-Class GLA250

Tallahassee, FL

UnscoredLimited · 6
$12,999111,328 mi

Comparison: 6 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

UnscoredLimited · 6
$12,999100,055 mi

Comparison: 6 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

Fair PriceLimited · 10
$13,89087,132 mi

Market: $5,950 – $15,994

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Tallahassee, FL

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

Tallahassee, FL

UnscoredLimited · 7
$13,995114,200 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Tallahassee, FL

UnscoredLimited · 18
$13,995147,672 mi

Comparison: 18 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

UnscoredLimited · 7
$13,999128,400 mi

Comparison: 7 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

Fair PriceModerate · 24
$14,28869,951 mi

Market: $7,900 – $15,999

Comparison: 24 similar vehicles

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

Tallahassee, FL

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

Tallahassee, FL

UnscoredModerate · 30
$14,500128,674 mi

Comparison: 30 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

UnscoredInsufficient · 0
$14,90095,096 mi

Tallahassee, FL

2014 Mercedes-Benz CLA-Class CLA250

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

2014 Mercedes-Benz CLA-Class CLA250

Tallahassee, FL

OverpricedLimited · 15
$14,95096,850 mi

Market: $6,995 – $10,900

Comparison: 15 similar vehicles

Priced ~37% above the typical market range for similar vehicles (based on current market benchmarks)

Tallahassee, FL

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

Tallahassee, FL

UnscoredRobust · 50
$14,999137,428 mi

Comparison: 50 similar vehicles

Tallahassee, FL

2018 Mercedes-Benz E-Class E300

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

2018 Mercedes-Benz E-Class E300

Tallahassee, FL

UnscoredLimited · 5
$14,999120,325 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2018 Mercedes-Benz E-Class E300

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

2018 Mercedes-Benz E-Class E300

Tallahassee, FL

UnscoredLimited · 5
$15,30178,674 mi

Comparison: 5 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

OverpricedLimited · 17
$15,41594,944 mi

Market: $8,210 – $14,595

Comparison: 17 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Tallahassee, FL

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

Tallahassee, FL

UnscoredInsufficient · 3
$15,90089,140 mi

Comparison: 3 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

Fair PriceModerate · 41
$15,900107,183 mi

Market: $5,900 – $17,900

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Tallahassee, FL

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

Tallahassee, FL

Fair PriceRobust · 50
$17,500110,282 mi

Market: $11,745 – $18,895

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 298 days listed (based on current market benchmarks)

Tallahassee, FL

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Tallahassee, FL

UnscoredLimited · 6
$17,90096,212 mi

Comparison: 6 similar vehicles

Tallahassee, FL

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

Tallahassee, FL

OverpricedModerate · 41
$17,900Mileage not verified

Market: $5,900 – $15,900

Comparison: 41 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Tallahassee, FL

2019 Mercedes-Benz C-Class Sedan C300

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

2019 Mercedes-Benz C-Class Sedan C300

Tallahassee, FL

Fair PriceLimited · 10
$17,99588,917 mi

Market: $12,000 – $20,336

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Tallahassee, FL

2019 Mercedes-Benz A-Class A220

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

2019 Mercedes-Benz A-Class A220

Tallahassee, FL

UnscoredInsufficient · 0
$17,99591,856 mi

Tallahassee, FL

2017 Mercedes-Benz E-Class E300

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

2017 Mercedes-Benz E-Class E300

Tallahassee, FL

UnscoredModerate · 29
$18,900140,721 mi

Comparison: 29 similar vehicles

Tallahassee, FL

2017 Mercedes-Benz C-Class Cabriolet C300

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

2017 Mercedes-Benz C-Class Cabriolet C300

Tallahassee, FL

UnscoredInsufficient · 0
$19,395101,941 mi

Tallahassee, FL

2014 Mercedes-Benz S-Class S550

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

2014 Mercedes-Benz S-Class S550

Tallahassee, FL

Fair PriceLimited · 17
$20,89074,867 mi

Market: $15,895 – $21,917

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 245 days listed (based on current market benchmarks)

Tallahassee, FL

2019 Mercedes-Benz GLE-Class GLE400

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

2019 Mercedes-Benz GLE-Class GLE400

Tallahassee, FL

UnscoredInsufficient · 0
$21,89042,197 mi

Tallahassee, FL

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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