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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 15, 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

50,000+ listings found(add a location or filter to narrow results)

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Brockton, MA

UnscoredLimited · 14
$1,750245,000 mi

Comparison: 14 similar vehicles

Brockton, MA

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Brimfield, MA

UnscoredInsufficient · 0
$1,795Mileage not verified

Brimfield, MA

2004 Toyota Corolla

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

2004 Toyota Corolla

Worcester, MA

UnscoredInsufficient · 0
$1,950Mileage not verified

Worcester, MA

2003 Honda Accord EX

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

2003 Honda Accord EX

Worcester, MA

UnscoredLimited · 15
$1,950239,496 mi

Comparison: 15 similar vehicles

Worcester, MA

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Brockton, MA

UnscoredInsufficient · 0
$1,990182,537 mi

Brockton, MA

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Brockton, MA

UnscoredLimited · 13
$1,990256,595 mi

Comparison: 13 similar vehicles

Brockton, MA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Brimfield, MA

UnscoredModerate · 40
$1,995296,747 mi

Comparison: 40 similar vehicles

Brimfield, MA

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Southborough, MA

UnscoredInsufficient · 4
$2,000288,276 mi

Comparison: 4 similar vehicles

Southborough, MA

2007 Nissan Altima S

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

2007 Nissan Altima S

East Providence, RI

UnscoredLimited · 13
$2,000142,000 mi

Comparison: 13 similar vehicles

East Providence, RI

2005 Saturn ION 1

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

2005 Saturn ION 1

Brockton, MA

UnscoredInsufficient · 0
$2,150163,880 mi

Brockton, MA

2012 Hyundai Elantra Touring GLS

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

2012 Hyundai Elantra Touring GLS

Webster, MA

Salvage title
$2,290208,970 mi

Webster, MA

1999 Honda Civic LX

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

1999 Honda Civic LX

Worcester, MA

UnscoredInsufficient · 0
$2,390408,133 mi

Worcester, MA

2011 Ford Focus SES

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

2011 Ford Focus SES

Southborough, MA

UnscoredInsufficient · 0
$2,427237,000 mi

Southborough, MA

2008 Toyota Yaris Base

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

2008 Toyota Yaris Base

Attleboro, MA

UnscoredLimited · 5
$2,450216,000 mi

Comparison: 5 similar vehicles

Attleboro, MA

2008 Hyundai Accent GS

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

2008 Hyundai Accent GS

Brockton, MA

UnscoredInsufficient · 0
$2,490118,944 mi

Brockton, MA

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Brockton, MA

UnscoredLimited · 5
$2,490239,650 mi

Comparison: 5 similar vehicles

Brockton, MA

2013 Chevrolet Spark 1LT

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

2013 Chevrolet Spark 1LT

Montville, CT

UnscoredLimited · 5
$2,495120,500 mi

Comparison: 5 similar vehicles

Montville, CT

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Brockton, MA

UnscoredLimited · 10
$2,495224,750 mi

Comparison: 10 similar vehicles

Brockton, MA

2007 Honda Fit Base

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

2007 Honda Fit Base

Auburn, MA

UnscoredLimited · 5
$2,495157,000 mi

Comparison: 5 similar vehicles

Auburn, MA

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Worcester, MA

UnscoredInsufficient · 4
$2,500203,110 mi

Comparison: 4 similar vehicles

Worcester, MA

2008 Volvo V50 2.4i

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

2008 Volvo V50 2.4i

Auburn, MA

UnscoredInsufficient · 0
$2,500160,555 mi

Auburn, MA

2007 Toyota Corolla CE

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

2007 Toyota Corolla CE

Wrentham, MA

UnscoredLimited · 6
$2,500210,393 mi

Comparison: 6 similar vehicles

Wrentham, MA

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Norfolk, MA

UnscoredInsufficient · 0
$2,500182,102 mi

Norfolk, MA

2005 Toyota Camry XLE

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

2005 Toyota Camry XLE

Brockton, MA

UnscoredInsufficient · 4
$2,590277,114 mi

Comparison: 4 similar vehicles

Brockton, MA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Brockton, MA

UnscoredInsufficient · 4
$2,590240,410 mi

Comparison: 4 similar vehicles

Brockton, MA

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Brockton, MA

UnscoredLimited · 5
$2,696231,360 mi

Comparison: 5 similar vehicles

Brockton, MA

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Brockton, MA

UnscoredLimited · 10
$2,696198,311 mi

Comparison: 10 similar vehicles

Brockton, MA

2013 Hyundai Tucson GLS

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

2013 Hyundai Tucson GLS

Stoughton, MA

UnscoredLimited · 19
$2,750174,105 mi

Comparison: 19 similar vehicles

Stoughton, MA

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

Boston, MA

UnscoredInsufficient · 0
$2,793154,970 mi

Boston, MA

2010 Suzuki Kizashi SE

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

2010 Suzuki Kizashi SE

Brockton, MA

UnscoredInsufficient · 0
$2,800187,698 mi

Brockton, MA

2010 Chevrolet Aveo5 1LT

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

2010 Chevrolet Aveo5 1LT

Cumberland, RI

UnscoredInsufficient · 0
$2,800117,209 mi

Cumberland, RI

2010 Hyundai Elantra SE

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

2010 Hyundai Elantra SE

Swansea, MA

UnscoredInsufficient · 0
$2,849172,367 mi

Swansea, MA

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Southbridge, MA

UnscoredLimited · 5
$2,900110,252 mi

Comparison: 5 similar vehicles

Southbridge, MA

2012 Chrysler Town & Country Limited

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

2012 Chrysler Town & Country Limited

Montville, CT

UnscoredInsufficient · 0
$2,900227,000 mi

Montville, CT

2011 Chevrolet Cruze 2LT

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

2011 Chevrolet Cruze 2LT

Bridgewater, MA

UnscoredLimited · 10
$2,900Mileage not verified

Comparison: 10 similar vehicles

Bridgewater, MA

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Brockton, MA

UnscoredInsufficient · 3
$2,900232,370 mi

Comparison: 3 similar vehicles

Brockton, MA

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Dartmouth, MA

UnscoredInsufficient · 4
$2,900255,399 mi

Comparison: 4 similar vehicles

Dartmouth, MA

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Wareham, MA

UnscoredLimited · 5
$2,900244,141 mi

Comparison: 5 similar vehicles

Wareham, MA

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Brockton, MA

UnscoredInsufficient · 4
$2,900253,700 mi

Comparison: 4 similar vehicles

Brockton, MA

2002 Ford Focus ZX3

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

2002 Ford Focus ZX3

Middleborough, MA

UnscoredInsufficient · 0
$2,90072,120 mi

Middleborough, MA

2009 Toyota RAV4 Base

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

2009 Toyota RAV4 Base

Worcester, MA

UnscoredLimited · 7
$2,950192,587 mi

Comparison: 7 similar vehicles

Worcester, MA

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Brockton, MA

UnscoredInsufficient · 4
$2,950180,030 mi

Comparison: 4 similar vehicles

Brockton, MA

2008 BMW 5 Series 535xi

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

2008 BMW 5 Series 535xi

Attleboro, MA

UnscoredLimited · 5
$2,950183,000 mi

Comparison: 5 similar vehicles

Attleboro, MA

2004 Chevrolet Classic Base

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

2004 Chevrolet Classic Base

Falmouth, MA

UnscoredInsufficient · 0
$2,95075,240 mi

Falmouth, MA

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Brockton, MA

Fair PriceModerate · 22
$2,990239,496 mi

Market: $2,500 – $8,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Brockton, MA

2007 Honda Accord SE

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

2007 Honda Accord SE

Brockton, MA

UnscoredLimited · 7
$2,990228,819 mi

Comparison: 7 similar vehicles

Brockton, MA

2007 Kia New Optima LX

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

2007 Kia New Optima LX

Brockton, MA

UnscoredInsufficient · 0
$2,99091,722 mi

Brockton, MA

2004 Saab 9-3 Arc

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

2004 Saab 9-3 Arc

Brockton, MA

UnscoredInsufficient · 0
$2,990139,123 mi

Brockton, MA

2016 Ford Focus SE

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

2016 Ford Focus SE

Worcester, MA

UnscoredLimited · 6
$2,995180,251 mi

Comparison: 6 similar vehicles

Worcester, MA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Uxbridge, MA

UnscoredLimited · 12
$2,995185,000 mi

Comparison: 12 similar vehicles

Uxbridge, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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