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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

1,936 listings found

2004 Honda Accord EX

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

2004 Honda Accord EX

Seattle, WA

UnscoredInsufficient · 4
$1,900264,694 mi

Comparison: 4 similar vehicles

Seattle, WA

2001 Acura CL Type S

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

2001 Acura CL Type S

Lynnwood, WA

UnscoredInsufficient · 0
$1,999216,580 mi

Lynnwood, WA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Longview, WA

UnscoredInsufficient · 3
$2,488134,857 mi

Comparison: 3 similar vehicles

Longview, WA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Kent, WA

UnscoredInsufficient · 0
$2,700225,606 mi

Kent, WA

2006 Scion tC Base

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

2006 Scion tC Base

Spanaway, WA

UnscoredInsufficient · 0
$2,700180,803 mi

Spanaway, WA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Parkland, WA

UnscoredInsufficient · 3
$2,800244,087 mi

Comparison: 3 similar vehicles

Parkland, WA

2001 Acura CL Type S

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

2001 Acura CL Type S

Tacoma, WA

Salvage title
$2,800217,794 mi

Tacoma, WA

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Moses Lake, WA

UnscoredInsufficient · 0
$2,898143,502 mi

Moses Lake, WA

2004 Honda Civic VP

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

2004 Honda Civic VP

Grandview, WA

UnscoredInsufficient · 4
$2,900299,571 mi

Comparison: 4 similar vehicles

Grandview, WA

1998 Honda Accord EX

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

1998 Honda Accord EX

Seattle, WA

UnscoredInsufficient · 3
$2,900124,000 mi

Comparison: 3 similar vehicles

Seattle, WA

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Spokane, WA

UnscoredInsufficient · 0
$2,988169,200 mi

Spokane, WA

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Seattle, WA

UnscoredInsufficient · 4
$2,990259,900 mi

Comparison: 4 similar vehicles

Seattle, WA

2004 Honda Civic VP

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

2004 Honda Civic VP

Puyallup, WA

UnscoredInsufficient · 4
$2,999206,624 mi

Comparison: 4 similar vehicles

Puyallup, WA

1998 Pontiac Grand Prix GT COUPE

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

1998 Pontiac Grand Prix GT COUPE

Vancouver, WA

UnscoredInsufficient · 0
$2,999168,910 mi

Vancouver, WA

2000 Honda Accord EX

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

2000 Honda Accord EX

Marysville, WA

UnscoredInsufficient · 0
$3,000254,048 mi

Marysville, WA

2006 Honda Civic EX

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

2006 Honda Civic EX

Tacoma, WA

UnscoredLimited · 7
$3,400190,250 mi

Comparison: 7 similar vehicles

Tacoma, WA

2005 Honda Civic Coupe Reverb

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

2005 Honda Civic Coupe Reverb

Moses Lake, WA

UnscoredInsufficient · 0
$3,499319,342 mi

Moses Lake, WA

1999 Acura CL L4

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

1999 Acura CL L4

Spanaway, WA

UnscoredInsufficient · 0
$3,499173,001 mi

Spanaway, WA

2008 Nissan Altima S

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

2008 Nissan Altima S

Parkland, WA

UnscoredLimited · 9
$3,800180,485 mi

Comparison: 9 similar vehicles

Parkland, WA

2012 Honda Civic EX

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

2012 Honda Civic EX

Kettle Falls, WA

UnscoredInsufficient · 0
$3,850231,143 mi

Kettle Falls, WA

2006 Scion tC Base

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

2006 Scion tC Base

Spokane, WA

UnscoredInsufficient · 0
$3,888144,000 mi

Spokane, WA

2007 Honda Civic EX

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

2007 Honda Civic EX

Lakewood, WA

UnscoredLimited · 7
$3,900143,508 mi

Comparison: 7 similar vehicles

Lakewood, WA

2001 Audi TT Base

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

2001 Audi TT Base

Tacoma, WA

UnscoredInsufficient · 3
$3,900180,008 mi

Comparison: 3 similar vehicles

Tacoma, WA

2004 INFINITI G35 Sport Coupe Base

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

2004 INFINITI G35 Sport Coupe Base

Longview, WA

Salvage title
$3,950275,000 mi

Longview, WA

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Richland, WA

UnscoredInsufficient · 0
$3,960247,081 mi

Richland, WA

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Kirkland, WA

UnscoredInsufficient · 4
$3,970Mileage not verified

Comparison: 4 similar vehicles

Kirkland, WA

2002 Ford Mustang Standard

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

2002 Ford Mustang Standard

Kirkland, WA

UnscoredInsufficient · 0
$3,970Mileage not verified

Kirkland, WA

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Marysville, WA

UnscoredLimited · 6
$3,980196,792 mi

Comparison: 6 similar vehicles

Marysville, WA

2010 Kia Forte Koup EX

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

2010 Kia Forte Koup EX

Kennewick, WA

UnscoredInsufficient · 0
$3,995292,639 mi

Kennewick, WA

2010 Kia Forte Koup SX

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

2010 Kia Forte Koup SX

Vancouver, WA

UnscoredInsufficient · 0
$3,995162,000 mi

Vancouver, WA

2006 Honda Civic EX

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

2006 Honda Civic EX

Union Gap, WA

UnscoredLimited · 7
$3,995189,785 mi

Comparison: 7 similar vehicles

Union Gap, WA

2014 Kia Forte Koup EX

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

2014 Kia Forte Koup EX

Tacoma, WA

UnscoredInsufficient · 0
$3,999136,678 mi

Tacoma, WA

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Lynnwood, WA

UnscoredInsufficient · 0
$3,999127,615 mi

Lynnwood, WA

2007 Ford Mustang Premium

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

2007 Ford Mustang Premium

Moses Lake, WA

Salvage title
$3,999149,681 mi

Moses Lake, WA

2005 BMW 3 Series 325

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

2005 BMW 3 Series 325

Tacoma, WA

Salvage title
$3,999130,460 mi

Tacoma, WA

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Lakewood, WA

Salvage title
$3,999158,808 mi

Lakewood, WA

2000 Toyota Camry Solara Base

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

2000 Toyota Camry Solara Base

Spanaway, WA

UnscoredInsufficient · 0
$3,999259,614 mi

Spanaway, WA

1999 Toyota Camry Solara SLE

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

1999 Toyota Camry Solara SLE

Lynnwood, WA

UnscoredInsufficient · 0
$3,999239,800 mi

Lynnwood, WA

2006 Honda Civic EX

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

2006 Honda Civic EX

Everett, WA

UnscoredLimited · 7
$4,000187,290 mi

Comparison: 7 similar vehicles

Everett, WA

2012 Honda Civic LX

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

2012 Honda Civic LX

Tacoma, WA

UnscoredLimited · 15
$4,100225,244 mi

Comparison: 15 similar vehicles

Tacoma, WA

2015 Scion tC Base

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

2015 Scion tC Base

Seattle, WA

UnscoredInsufficient · 3
$4,200235,000 mi

Comparison: 3 similar vehicles

Seattle, WA

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Vancouver, WA

Salvage title
$4,250177,000 mi

Vancouver, WA

2008 Scion tC Base

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

2008 Scion tC Base

Spokane Valley, WA

UnscoredInsufficient · 0
$4,299218,790 mi

Spokane Valley, WA

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Parkland, WA

UnscoredLimited · 5
$4,400185,093 mi

Comparison: 5 similar vehicles

Parkland, WA

2007 Scion tC Base

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

2007 Scion tC Base

Everett, WA

UnscoredInsufficient · 3
$4,499157,045 mi

Comparison: 3 similar vehicles

Everett, WA

2006 Scion tC Base

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

2006 Scion tC Base

Spanaway, WA

UnscoredInsufficient · 0
$4,499251,000 mi

Spanaway, WA

2003 Honda Accord EX

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

2003 Honda Accord EX

Everett, WA

UnscoredInsufficient · 4
$4,499169,482 mi

Comparison: 4 similar vehicles

Everett, WA

2009 Honda Civic LX

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

2009 Honda Civic LX

Renton, WA

UnscoredInsufficient · 4
$4,500162,493 mi

Comparison: 4 similar vehicles

Renton, WA

2002 Honda Accord LX

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

2002 Honda Accord LX

Vancouver, WA

UnscoredInsufficient · 0
$4,500138,000 mi

Vancouver, WA

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Lynnwood, WA

UnscoredInsufficient · 0
$4,799121,272 mi

Lynnwood, 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 manage their profile, 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, exports, and enhanced merchandising.
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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