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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 7, 2026

7.1M+

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

104 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

Agawam, MA

UnscoredInsufficient · 4
$18,99573,999 mi

Comparison: 4 similar vehicles

Agawam, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Easton, MA

Unscored
$21,97444,259 mi

Comparison: 8 similar vehicles

Easton, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Easton, MA

Great DealModerate · 21
$22,97433,623 mi

Market: $24,273 – $27,937

Comparison: 21 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 53 days listed (based on current market benchmarks)

Easton, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Somerset, MA

Fair PriceLimited · 16
$22,99528,888 mi

Market: $21,321 – $30,586

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Somerset, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Framingham, MA

Unscored
$23,28941,828 mi

Comparison: 9 similar vehicles

Framingham, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Easton, MA

Fair PriceLimited · 16
$23,57429,575 mi

Market: $21,321 – $30,586

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Easton, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Holyoke, MA

Fair PriceLimited · 15
$23,98323,174 mi

Market: $21,321 – $30,586

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Holyoke, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Lynn, MA

Fair PriceLimited · 12
$24,04927,352 mi

Market: $22,995 – $30,586

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Lynn, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Dartmouth, MA

Fair PriceLimited · 11
$24,27330,298 mi

Market: $22,974 – $24,912

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Dartmouth, MA

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

Marlborough, MA

UnscoredInsufficient · 0
$24,49539,773 mi

Marlborough, MA

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

Marlborough, MA

UnscoredInsufficient · 3
$24,49553,066 mi

Comparison: 3 similar vehicles

Marlborough, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Somerset, MA

OverpricedLimited · 10
$24,91235,845 mi

Market: $22,974 – $24,273

Comparison: 10 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Somerset, MA

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

Framingham, MA

UnscoredInsufficient · 0
$24,99546,230 mi

Framingham, MA

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

Framingham, MA

Unscored
$25,99516,336 mi

Comparison: 6 similar vehicles

Framingham, MA

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

Mansfield, MA

UnscoredInsufficient · 0
$26,03514,513 mi

Mansfield, MA

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

Framingham, MA

UnscoredInsufficient · 3
$26,49527,849 mi

Comparison: 3 similar vehicles

Framingham, MA

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

Marlborough, MA

Fair PriceLimited · 18
$26,49528,156 mi

Market: $26,205 – $30,977

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 168 days listed (based on current market benchmarks)

Marlborough, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Oak Bluffs, MA

Unscored
$27,17715,559 mi

Comparison: 5 similar vehicles

Oak Bluffs, MA

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Holyoke, MA

Fair PriceRobust · 50
$27,37130,392 mi

Market: $21,121 – $27,937

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 149 days listed (based on current market benchmarks)

Holyoke, MA

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

Easton, MA

Unscored
$27,39716,027 mi

Comparison: 5 similar vehicles

Easton, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Holyoke, MA

Fair PriceLimited · 16
$27,42625,512 mi

Market: $25,500 – $28,590

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Holyoke, MA

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

Brockton, MA

UnscoredInsufficient · 0
$27,6256,326 mi

Brockton, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Oak Bluffs, MA

Unscored
$27,81815,080 mi

Comparison: 5 similar vehicles

Oak Bluffs, MA

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

Framingham, MA

UnscoredInsufficient · 0
$27,99522,082 mi

Framingham, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Framingham, MA

Fair PriceLimited · 18
$28,59027,227 mi

Market: $25,500 – $28,590

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Framingham, MA

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

Milford, MA

OverpricedLimited · 13
$28,96726,252 mi

Market: $26,205 – $27,801

Comparison: 13 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Milford, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Holyoke, MA

UnscoredInsufficient · 4
$28,98430,333 mi

Comparison: 4 similar vehicles

Holyoke, MA

2023 Kia EV6 GT

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

2023 Kia EV6 GT

Framingham, MA

UnscoredInsufficient · 0
$29,49529,564 mi

Framingham, MA

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

Newton, MA

UnscoredInsufficient · 0
$31,4959,307 mi

Newton, MA

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

Attleboro, MA

UnscoredInsufficient · 0
$32,5001,955 mi

Attleboro, MA

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

Bourne, MA

Unscored
$33,64716,764 mi

Comparison: 5 similar vehicles

Bourne, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Newton, MA

Great DealLimited · 13
$35,890Mileage not verified

Market: $40,653 – $48,160

Comparison: 13 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 78 days listed (based on current market benchmarks)

Newton, MA

2024 Kia EV9 Wind

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

2024 Kia EV9 Wind

Newton, MA

UnscoredInsufficient · 3
$39,09530,284 mi

Comparison: 3 similar vehicles

Newton, MA

2024 Kia EV9 Wind

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

2024 Kia EV9 Wind

Holyoke, MA

Fair PriceModerate · 21
$39,74518,432 mi

Market: $38,678 – $41,986

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 113 days listed (based on current market benchmarks)

Holyoke, MA

2024 Kia EV9 Wind

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

2024 Kia EV9 Wind

Holyoke, MA

UnscoredInsufficient · 3
$39,90332,053 mi

Comparison: 3 similar vehicles

Holyoke, MA

2026 Kia EV6 Wind

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

2026 Kia EV6 Wind

Norwood, MA

Fair PriceLimited · 12
$40,255Mileage not verified

Market: $41,110 – $51,365

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 44 days listed (based on current market benchmarks)

Norwood, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Lynn, MA

Fair PriceLimited · 13
$40,653Mileage not verified

Market: $35,890 – $48,160

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Lynn, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Lynn, MA

Fair PriceLimited · 13
$40,653Mileage not verified

Market: $35,890 – $48,160

Comparison: 13 similar vehicles

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

Lynn, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Raynham, MA

Fair PriceLimited · 14
$40,995128 mi

Market: $35,890 – $48,160

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Raynham, MA

2024 Kia EV9 Wind

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

2024 Kia EV9 Wind

Westborough, MA

Fair PriceModerate · 23
$40,99814,154 mi

Market: $38,678 – $41,986

Comparison: 23 similar vehicles

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

Westborough, MA

2026 Kia EV6 Wind

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

2026 Kia EV6 Wind

Norwood, MA

Fair PriceLimited · 12
$41,110Mileage not verified

Market: $40,255 – $51,365

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Norwood, MA

2024 Kia EV9 Land

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

2024 Kia EV9 Land

Holyoke, MA

UnscoredInsufficient · 3
$41,37526,184 mi

Comparison: 3 similar vehicles

Holyoke, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Norwood, MA

Fair PriceLimited · 14
$41,785Mileage not verified

Market: $35,890 – $48,160

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Norwood, MA

2024 Kia EV9 Land

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

2024 Kia EV9 Land

Holyoke, MA

UnscoredInsufficient · 3
$41,98429,542 mi

Comparison: 3 similar vehicles

Holyoke, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

West Springfield, MA

Unscored
$42,769Mileage not verified

Comparison: 7 similar vehicles

West Springfield, MA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Lowell, MA

Fair PriceLimited · 14
$43,124Mileage not verified

Market: $35,890 – $48,160

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Lowell, MA

2024 Kia EV9 GT-Line

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

2024 Kia EV9 GT-Line

Holyoke, MA

UnscoredInsufficient · 0
$43,16631,662 mi

Holyoke, MA

2024 Kia EV9 Land

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

2024 Kia EV9 Land

Danvers, MA

Unscored
$43,99815,099 mi

Comparison: 7 similar vehicles

Danvers, MA

2026 Kia EV6 Wind

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

2026 Kia EV6 Wind

Lynn, MA

Fair PriceLimited · 11
$44,237Mileage not verified

Market: $40,255 – $51,060

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Lynn, MA

2024 Kia EV9 Land

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

2024 Kia EV9 Land

Norwood, MA

Unscored
$44,49526,420 mi

Comparison: 9 similar vehicles

Norwood, MA

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 recently 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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