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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 · November 4, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

158 listings found

2022 Kia EV6 Wind

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

2022 Kia EV6 Wind

Prince Frederick, MD

Unscored
$15,79994,785 mi

Comparison: 7 similar vehicles

Prince Frederick, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Camp Springs, MD

Fair PriceLimited · 11
$22,69135,927 mi

Market: $22,490 – $25,550

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Camp Springs, MD

2022 Kia EV6 Wind

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

2022 Kia EV6 Wind

Edgewood, MD

UnscoredInsufficient · 0
$23,27442,429 mi

Edgewood, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Frederick, MD

Unscored
$23,98970,426 mi

Comparison: 6 similar vehicles

Frederick, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Edgewood, MD

Unscored
$24,00032,230 mi

Comparison: 9 similar vehicles

Edgewood, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Frederick, MD

UnscoredInsufficient · 3
$24,17729,055 mi

Comparison: 3 similar vehicles

Frederick, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Silver Spring, MD

Fair PriceModerate · 22
$24,40838,659 mi

Market: $21,691 – $25,550

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Silver Spring, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Silver Spring, MD

Fair PriceModerate · 22
$24,45930,111 mi

Market: $21,691 – $25,550

Comparison: 22 similar vehicles

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

Silver Spring, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Edgewood, MD

Unscored
$24,50027,786 mi

Comparison: 8 similar vehicles

Edgewood, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Temple Hills, MD

UnscoredInsufficient · 0
$24,50044,542 mi

Temple Hills, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Bethesda, MD

Unscored
$24,59527,845 mi

Comparison: 5 similar vehicles

Bethesda, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Silver Spring, MD

Fair PriceLimited · 13
$24,67034,820 mi

Market: $24,990 – $28,990

Comparison: 13 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 35 days listed (based on current market benchmarks)

Silver Spring, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

White Marsh, MD

Fair PriceLimited · 10
$24,99830,431 mi

Market: $22,490 – $25,550

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

White Marsh, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Hagerstown, MD

Unscored
$24,99852,338 mi

Comparison: 6 similar vehicles

Hagerstown, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Edgewood, MD

UnscoredInsufficient · 3
$24,99935,272 mi

Comparison: 3 similar vehicles

Edgewood, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Temple Hills, MD

Fair PriceLimited · 11
$25,30030,241 mi

Market: $22,490 – $25,550

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Temple Hills, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Bethesda, MD

Unscored
$25,35043,500 mi

Comparison: 6 similar vehicles

Bethesda, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Temple Hills, MD

OverpricedLimited · 12
$25,55033,328 mi

Market: $22,490 – $25,300

Comparison: 12 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Temple Hills, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Silver Spring, MD

UnscoredInsufficient · 3
$25,58215,146 mi

Comparison: 3 similar vehicles

Silver Spring, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Woodlawn, MD

Unscored
$25,70024,010 mi

Comparison: 9 similar vehicles

Woodlawn, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Temple Hills, MD

Fair PriceModerate · 20
$25,74917,638 mi

Market: $23,189 – $27,294

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 103 days listed (based on current market benchmarks)

Temple Hills, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Temple Hills, MD

Fair PriceLimited · 15
$25,75052,162 mi

Market: $25,549 – $25,996

Comparison: 15 similar vehicles

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

Temple Hills, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Silver Spring, MD

UnscoredInsufficient · 4
$25,75125,804 mi

Comparison: 4 similar vehicles

Silver Spring, MD

2024 Kia EV6 Light

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

2024 Kia EV6 Light

Frederick, MD

UnscoredInsufficient · 0
$25,80019,659 mi

Frederick, MD

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Laurel, MD

Unscored
$25,80029,585 mi

Comparison: 7 similar vehicles

Laurel, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Edgewood, MD

UnscoredInsufficient · 3
$25,99917,327 mi

Comparison: 3 similar vehicles

Edgewood, MD

2024 Kia EV6 Light L/R

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

2024 Kia EV6 Light L/R

Frederick, MD

UnscoredInsufficient · 3
$26,00819,435 mi

Comparison: 3 similar vehicles

Frederick, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Frederick, MD

Unscored
$26,56523,934 mi

Comparison: 9 similar vehicles

Frederick, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Camp Springs, MD

Great DealModerate · 21
$26,95117,842 mi

Market: $28,215 – $30,660

Comparison: 21 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 31 days listed (based on current market benchmarks)

Camp Springs, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Glen Burnie, MD

Fair PriceModerate · 31
$27,29917,236 mi

Market: $24,499 – $30,799

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Glen Burnie, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Waldorf, MD

Unscored
$27,79522,787 mi

Comparison: 7 similar vehicles

Waldorf, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Baltimore, MD

Unscored
$28,20029,146 mi

Comparison: 9 similar vehicles

Baltimore, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Hagerstown, MD

UnscoredInsufficient · 0
$28,68830,844 mi

Hagerstown, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Frederick, MD

Fair PriceLimited · 18
$29,30022,926 mi

Market: $26,900 – $31,300

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Frederick, MD

2023 Kia EV6 GT

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

2023 Kia EV6 GT

Temple Hills, MD

Unscored
$29,50037,664 mi

Comparison: 8 similar vehicles

Temple Hills, MD

2025 Kia EV6 Light L/R

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

2025 Kia EV6 Light L/R

Temple Hills, MD

UnscoredInsufficient · 0
$29,75023,126 mi

Temple Hills, MD

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Laurel, MD

UnscoredInsufficient · 3
$29,99816,836 mi

Comparison: 3 similar vehicles

Laurel, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

White Marsh, MD

Great DealLimited · 10
$29,99812,213 mi

Market: $31,000 – $34,500

Comparison: 10 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 89 days listed (based on current market benchmarks)

White Marsh, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Frederick, MD

UnscoredInsufficient · 4
$30,10010,000 mi

Comparison: 4 similar vehicles

Frederick, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Baltimore, MD

UnscoredInsufficient · 3
$30,50027,986 mi

Comparison: 3 similar vehicles

Baltimore, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Temple Hills, MD

Fair PriceModerate · 43
$31,00017,160 mi

Market: $27,500 – $36,688

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Temple Hills, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Baltimore, MD

Unscored
$31,00036,438 mi

Comparison: 6 similar vehicles

Baltimore, MD

2025 Kia EV6 Light L/R

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

2025 Kia EV6 Light L/R

Laurel, MD

UnscoredInsufficient · 0
$31,28810,318 mi

Laurel, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Laurel, MD

Unscored
$31,80030,301 mi

Comparison: 8 similar vehicles

Laurel, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Frederick, MD

Unscored
$31,90012,248 mi

Comparison: 9 similar vehicles

Frederick, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Temple Hills, MD

UnscoredInsufficient · 4
$31,9954,803 mi

Comparison: 4 similar vehicles

Temple Hills, MD

2023 Kia EV6 GT-Line

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

2023 Kia EV6 GT-Line

Edgewood, MD

UnscoredInsufficient · 0
$31,9994,717 mi

Edgewood, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Temple Hills, MD

Fair PriceModerate · 45
$32,50011,707 mi

Market: $27,500 – $36,688

Comparison: 45 similar vehicles

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

Temple Hills, MD

2024 Kia EV6 GT-Line

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

2024 Kia EV6 GT-Line

Hagerstown, MD

Unscored
$32,68817,522 mi

Comparison: 6 similar vehicles

Hagerstown, MD

2023 Kia EV6 GT

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

2023 Kia EV6 GT

Bowie, MD

Fair PriceLimited · 12
$32,79921,597 mi

Market: $31,067 – $37,688

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Bowie, MD

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.
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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