Skip to main content
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

333 listings found

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Irving, TX

UnscoredInsufficient · 3
$3,900106,000 mi

Comparison: 3 similar vehicles

Irving, TX

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

Irving, TX

UnscoredLimited · 7
$6,900102,000 mi

Comparison: 7 similar vehicles

Irving, TX

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

Irving, TX

UnscoredInsufficient · 4
$6,990115,596 mi

Comparison: 4 similar vehicles

Irving, TX

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

Irving, TX

Fair PriceLimited · 12
$6,999103,000 mi

Market: $4,474 – $10,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 410 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

UnscoredLimited · 12
$8,000132,000 mi

Comparison: 12 similar vehicles

Irving, TX

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

Irving, TX

UnscoredLimited · 11
$8,490156,699 mi

Comparison: 11 similar vehicles

Irving, TX

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

Irving, TX

UnscoredInsufficient · 3
$8,990130,899 mi

Comparison: 3 similar vehicles

Irving, TX

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

Irving, TX

Fair PriceModerate · 26
$9,490109,329 mi

Market: $6,500 – $15,995

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 12
$11,85098,574 mi

Market: $8,995 – $14,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 923 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceModerate · 22
$11,99085,946 mi

Market: $7,995 – $16,278

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 11
$11,990100,554 mi

Market: $7,995 – $15,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 300 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

UnscoredModerate · 24
$11,995129,909 mi

Comparison: 24 similar vehicles

Irving, TX

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

Irving, TX

UnscoredLimited · 8
$12,401133,000 mi

Comparison: 8 similar vehicles

Irving, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Irving, TX

Fair PriceRobust · 55
$12,900116,739 mi

Market: $9,985 – $22,215

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 12
$12,99065,365 mi

Market: $8,995 – $14,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 17
$13,49896,658 mi

Market: $9,499 – $23,675

Comparison: 17 similar vehicles

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

Irving, TX

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

Irving, TX

Fair PriceModerate · 43
$13,691103,816 mi

Market: $7,400 – $19,999

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 17
$13,99099,485 mi

Market: $9,499 – $23,675

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceLimited · 12
$13,99893,579 mi

Market: $7,490 – $13,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Irving, TX

2018 Mercedes-Benz Metris Cargo Van Base

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

2018 Mercedes-Benz Metris Cargo Van Base

Irving, TX

UnscoredInsufficient · 0
$13,999161,307 mi

Irving, TX

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

Irving, TX

UnscoredLimited · 9
$14,795107,987 mi

Comparison: 9 similar vehicles

Irving, TX

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

Irving, TX

UnscoredInsufficient · 0
$14,81938,384 mi

Irving, TX

2014 Mercedes-Benz CLA-Class CLA45 AMG

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

2014 Mercedes-Benz CLA-Class CLA45 AMG

Irving, TX

UnscoredInsufficient · 0
$14,89975,674 mi

Irving, TX

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

Irving, TX

Fair PriceModerate · 25
$14,990104,262 mi

Market: $10,990 – $23,999

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 382 days listed (based on current market benchmarks)

Irving, TX

2017 Mercedes-Benz GLE-Class GLE350

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

2017 Mercedes-Benz GLE-Class GLE350

Irving, TX

Fair PriceModerate · 32
$15,26379,029 mi

Market: $11,999 – $19,590

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

UnscoredInsufficient · 3
$15,32555,220 mi

Comparison: 3 similar vehicles

Irving, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Irving, TX

Fair PriceRobust · 55
$15,94991,458 mi

Market: $9,985 – $22,215

Comparison: 55 similar vehicles

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

Irving, TX

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

Irving, TX

Fair PriceModerate · 24
$16,69577,288 mi

Market: $10,990 – $23,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 296 days listed (based on current market benchmarks)

Irving, TX

2015 Mercedes-Benz S-Class S550

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

2015 Mercedes-Benz S-Class S550

Irving, TX

UnscoredModerate · 30
$16,998125,890 mi

Comparison: 30 similar vehicles

Irving, TX

2021 Mercedes-Benz GLB Base

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

2021 Mercedes-Benz GLB Base

Irving, TX

Great DealLimited · 12
$17,13090,107 mi

Market: $17,791 – $25,998

Comparison: 12 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 22 days listed (based on current market benchmarks)

Irving, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Irving, TX

Fair PriceRobust · 52
$17,29085,320 mi

Market: $9,985 – $22,215

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Irving, TX

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

Irving, TX

Fair PriceRobust · 59
$17,49997,137 mi

Market: $11,499 – $34,440

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Irving, TX

2012 Mercedes-Benz C-Class C250 Luxury

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

2012 Mercedes-Benz C-Class C250 Luxury

Irving, TX

UnscoredInsufficient · 4
$17,500116,169 mi

Comparison: 4 similar vehicles

Irving, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Irving, TX

UnscoredRobust · 55
$17,900134,537 mi

Comparison: 55 similar vehicles

Irving, TX

2009 Mercedes-Benz SL-Class SL550

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

2009 Mercedes-Benz SL-Class SL550

Irving, TX

UnscoredInsufficient · 0
$18,52758,554 mi

Irving, TX

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

Irving, TX

OverpricedLimited · 16
$18,90076,711 mi

Market: $3,888 – $11,220

Comparison: 16 similar vehicles

Priced ~68% above the typical market range for similar vehicles (based on current market benchmarks)

Irving, TX

2019 Mercedes-Benz Sprinter Crew Van Base

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

2019 Mercedes-Benz Sprinter Crew Van Base

Irving, TX

UnscoredLimited · 6
$18,999126,816 mi

Comparison: 6 similar vehicles

Irving, TX

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

Irving, TX

UnscoredInsufficient · 0
$19,35573,136 mi

Irving, TX

2019 Mercedes-Benz GLC GLC300

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

2019 Mercedes-Benz GLC GLC300

Irving, TX

UnscoredInsufficient · 0
$19,44438,560 mi

Irving, TX

2017 Mercedes-Benz C-Class AMG C43

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

2017 Mercedes-Benz C-Class AMG C43

Irving, TX

UnscoredInsufficient · 4
$19,50070,000 mi

Comparison: 4 similar vehicles

Irving, TX

2015 Mercedes-Benz S-Class S550

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

2015 Mercedes-Benz S-Class S550

Irving, TX

Fair PriceModerate · 30
$19,900107,167 mi

Market: $13,700 – $29,995

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 231 days listed (based on current market benchmarks)

Irving, TX

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Irving, TX

Fair PriceLimited · 10
$19,99855,602 mi

Market: $16,497 – $20,980

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Irving, TX

2019 Mercedes-Benz C-Class Coupe C300

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

2019 Mercedes-Benz C-Class Coupe C300

Irving, TX

UnscoredInsufficient · 4
$20,49081,311 mi

Comparison: 4 similar vehicles

Irving, TX

2020 Mercedes-Benz GLB Base

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

2020 Mercedes-Benz GLB Base

Irving, TX

UnscoredLimited · 5
$20,99560,528 mi

Comparison: 5 similar vehicles

Irving, TX

2018 Mercedes-Benz GLE-Class AMG GLE43

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

2018 Mercedes-Benz GLE-Class AMG GLE43

Irving, TX

UnscoredInsufficient · 0
$21,95077,297 mi

Irving, TX

2021 Mercedes-Benz C-Class Sedan C300

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

2021 Mercedes-Benz C-Class Sedan C300

Irving, TX

UnscoredInsufficient · 0
$21,98755,291 mi

Irving, TX

2018 Mercedes-Benz GLS-Class GLS550

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

2018 Mercedes-Benz GLS-Class GLS550

Irving, TX

UnscoredLimited · 7
$22,81994,746 mi

Comparison: 7 similar vehicles

Irving, TX

2016 Mercedes-Benz E-Class E550

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

2016 Mercedes-Benz E-Class E550

Irving, TX

UnscoredInsufficient · 0
$23,62651,893 mi

Irving, TX

2021 Mercedes-Benz GLA GLA250

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

2021 Mercedes-Benz GLA GLA250

Irving, TX

UnscoredInsufficient · 3
$23,80052,188 mi

Comparison: 3 similar vehicles

Irving, TX

2022 Mercedes-Benz A-Class A220

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

2022 Mercedes-Benz A-Class A220

Irving, TX

UnscoredLimited · 5
$23,88840,262 mi

Comparison: 5 similar vehicles

Irving, TX

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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.