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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

78 listings found

2009 Mercedes-Benz C-Class C300 Sport

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

2009 Mercedes-Benz C-Class C300 Sport

Yakima, WA

UnscoredInsufficient · 0
$5,995152,911 mi

Yakima, WA

2017 Mercedes-Benz Metris Cargo Van Base

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

2017 Mercedes-Benz Metris Cargo Van Base

Yakima, WA

UnscoredInsufficient · 0
$6,809150,700 mi

Yakima, WA

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

Yakima, WA

UnscoredLimited · 10
$9,999128,518 mi

Comparison: 10 similar vehicles

Yakima, WA

1991 Mercedes-Benz 500

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

1991 Mercedes-Benz 500

Yakima, WA

UnscoredInsufficient · 0
$10,98869,597 mi

Yakima, WA

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

Yakima, WA

Fair PriceModerate · 28
$11,99982,275 mi

Market: $6,997 – $14,500

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

Fair PriceLimited · 10
$11,999114,046 mi

Market: $7,995 – $15,211

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

UnscoredModerate · 34
$12,040148,629 mi

Comparison: 34 similar vehicles

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$12,49992,473 mi

Yakima, WA

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

Yakima, WA

UnscoredLimited · 12
$12,995141,570 mi

Comparison: 12 similar vehicles

Yakima, WA

2017 Mercedes-Benz E-Class E400

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

2017 Mercedes-Benz E-Class E400

Yakima, WA

UnscoredInsufficient · 3
$12,999111,781 mi

Comparison: 3 similar vehicles

Yakima, WA

2015 Mercedes-Benz M-Class ML400

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

2015 Mercedes-Benz M-Class ML400

Yakima, WA

UnscoredInsufficient · 0
$12,99993,428 mi

Yakima, WA

2017 Mercedes-Benz CLA CLA250

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

2017 Mercedes-Benz CLA CLA250

Yakima, WA

UnscoredInsufficient · 0
$13,77770,022 mi

Yakima, WA

2017 Mercedes-Benz Metris Passenger Van Base

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

2017 Mercedes-Benz Metris Passenger Van Base

Yakima, WA

UnscoredInsufficient · 0
$13,999144,903 mi

Yakima, WA

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

Yakima, WA

Fair PriceLimited · 18
$13,99985,686 mi

Market: $8,900 – $21,100

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

Fair PriceModerate · 31
$14,27193,856 mi

Market: $9,995 – $19,227

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

Fair PriceLimited · 13
$15,71199,682 mi

Market: $9,673 – $20,494

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 567 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

Fair PriceLimited · 10
$15,74866,611 mi

Market: $9,890 – $17,980

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$16,49953,785 mi

Yakima, WA

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

Yakima, WA

Fair PriceModerate · 20
$16,99596,845 mi

Market: $10,999 – $22,875

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 688 days listed (based on current market benchmarks)

Yakima, WA

2019 Mercedes-Benz GLA-Class GLA250

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

2019 Mercedes-Benz GLA-Class GLA250

Yakima, WA

UnscoredInsufficient · 0
$17,08836,985 mi

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$17,08836,826 mi

Yakima, WA

2019 Mercedes-Benz E-Class E300

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

2019 Mercedes-Benz E-Class E300

Yakima, WA

UnscoredInsufficient · 0
$17,500106,337 mi

Yakima, WA

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

Yakima, WA

Fair PriceModerate · 27
$18,18878,283 mi

Market: $13,685 – $19,998

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

Yakima, WA

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

Yakima, WA

Fair PriceLimited · 11
$18,50096,166 mi

Market: $12,995 – $21,014

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Yakima, WA

2020 Mercedes-Benz C-Class Sedan C300

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

2020 Mercedes-Benz C-Class Sedan C300

Yakima, WA

UnscoredLimited · 6
$18,74596,802 mi

Comparison: 6 similar vehicles

Yakima, WA

2012 Mercedes-Benz E-Class E550

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

2012 Mercedes-Benz E-Class E550

Yakima, WA

UnscoredInsufficient · 0
$18,99568,215 mi

Yakima, WA

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

Yakima, WA

UnscoredLimited · 6
$18,99978,065 mi

Comparison: 6 similar vehicles

Yakima, WA

2021 Mercedes-Benz C-Class Coupe C300

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

2021 Mercedes-Benz C-Class Coupe C300

Yakima, WA

UnscoredInsufficient · 0
$19,499114,452 mi

Yakima, WA

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Yakima, WA

UnscoredInsufficient · 0
$19,50048,797 mi

Yakima, WA

2019 Mercedes-Benz CLA CLA250

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

2019 Mercedes-Benz CLA CLA250

Yakima, WA

UnscoredInsufficient · 0
$19,88851,888 mi

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$19,99954,468 mi

Yakima, WA

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

Yakima, WA

Fair PriceModerate · 44
$20,08864,008 mi

Market: $14,441 – $21,798

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Yakima, WA

2018 Mercedes-Benz Metris Passenger Van Base

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

2018 Mercedes-Benz Metris Passenger Van Base

Yakima, WA

UnscoredLimited · 6
$20,08867,545 mi

Comparison: 6 similar vehicles

Yakima, WA

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

Yakima, WA

UnscoredInsufficient · 0
$20,50050,556 mi

Yakima, WA

2019 Mercedes-Benz C-Class Sedan AMG C43

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

2019 Mercedes-Benz C-Class Sedan AMG C43

Yakima, WA

UnscoredLimited · 5
$20,99998,362 mi

Comparison: 5 similar vehicles

Yakima, WA

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

Yakima, WA

UnscoredLimited · 5
$21,18857,474 mi

Comparison: 5 similar vehicles

Yakima, WA

2020 Mercedes-Benz CLS-Class CLS450

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

2020 Mercedes-Benz CLS-Class CLS450

Yakima, WA

UnscoredInsufficient · 0
$22,000106,315 mi

Yakima, WA

2019 Mercedes-Benz E-Class E300

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

2019 Mercedes-Benz E-Class E300

Yakima, WA

UnscoredInsufficient · 0
$23,89559,796 mi

Yakima, WA

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

Yakima, WA

UnscoredLimited · 5
$23,99949,937 mi

Comparison: 5 similar vehicles

Yakima, WA

2016 Mercedes-Benz GLE-Class Coupe GLE450 AMG

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

2016 Mercedes-Benz GLE-Class Coupe GLE450 AMG

Yakima, WA

UnscoredInsufficient · 0
$23,999122,017 mi

Yakima, WA

2014 Mercedes-Benz E-Class E63 AMG

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

2014 Mercedes-Benz E-Class E63 AMG

Yakima, WA

UnscoredLimited · 5
$23,99996,836 mi

Comparison: 5 similar vehicles

Yakima, WA

2017 Mercedes-Benz GLC Coupe GLC300

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

2017 Mercedes-Benz GLC Coupe GLC300

Yakima, WA

UnscoredInsufficient · 0
$24,18859,292 mi

Yakima, WA

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Yakima, WA

UnscoredLimited · 13
$24,99944,797 mi

Comparison: 13 similar vehicles

Yakima, WA

2022 Mercedes-Benz C-Class Sedan C 300

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

2022 Mercedes-Benz C-Class Sedan C 300

Yakima, WA

UnscoredInsufficient · 0
$25,99973,921 mi

Yakima, WA

2020 Mercedes-Benz Metris Passenger Van Base

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

2020 Mercedes-Benz Metris Passenger Van Base

Yakima, WA

UnscoredInsufficient · 0
$27,99955,154 mi

Yakima, WA

2023 Mercedes-Benz GLA Base

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

2023 Mercedes-Benz GLA Base

Yakima, WA

UnscoredInsufficient · 3
$30,08839,583 mi

Comparison: 3 similar vehicles

Yakima, WA

2017 Mercedes-Benz C-Class AMG C63 S

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

2017 Mercedes-Benz C-Class AMG C63 S

Yakima, WA

UnscoredInsufficient · 0
$33,49962,064 mi

Yakima, WA

2022 Mercedes-Benz GLE GLE350

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

2022 Mercedes-Benz GLE GLE350

Yakima, WA

OverpricedLimited · 15
$36,15363,066 mi

Market: $25,199 – $34,499

Comparison: 15 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Yakima, WA

2025 Mercedes-Benz GLB Base

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

2025 Mercedes-Benz GLB Base

Yakima, WA

Fair PriceLimited · 12
$37,978Mileage not verified

Market: $35,998 – $45,494

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

Yakima, WA

2023 Mercedes-Benz GLC 300

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

2023 Mercedes-Benz GLC 300

Yakima, WA

Fair PriceModerate · 30
$37,98823,280 mi

Market: $35,992 – $40,173

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 504 days listed (based on current market benchmarks)

Yakima, WA

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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