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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 18, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

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

2012 Nissan Versa SL

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

2012 Nissan Versa SL

Worcester, MA

UnscoredLimited · 5
$1,19980,416 mi

Comparison: 5 similar vehicles

Worcester, MA

2004 Honda Accord EX

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

2004 Honda Accord EX

Southborough, MA

UnscoredLimited · 5
$1,427262,806 mi

Comparison: 5 similar vehicles

Southborough, MA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Auburn, MA

UnscoredLimited · 8
$1,500168,450 mi

Comparison: 8 similar vehicles

Auburn, MA

2005 Ford Focus ZX4 SE

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

2005 Ford Focus ZX4 SE

Hartford, CT

UnscoredInsufficient · 0
$1,58078,600 mi

Hartford, CT

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

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
$1,927237,000 mi

Southborough, 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 · 8
$1,950239,496 mi

Comparison: 8 similar vehicles

Worcester, MA

2012 Ford Focus SE

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

2012 Ford Focus SE

Vernon, CT

UnscoredLimited · 5
$1,995259,869 mi

Comparison: 5 similar vehicles

Vernon, CT

2008 Mazda MAZDA3 i Sport

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

2008 Mazda MAZDA3 i Sport

East Hartford, CT

UnscoredInsufficient · 0
$1,995132,501 mi

East Hartford, CT

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

2004 Saturn ION 3

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

2004 Saturn ION 3

East Hartford, CT

UnscoredInsufficient · 0
$1,995158,505 mi

East Hartford, CT

2000 Honda CR-V LX

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

2000 Honda CR-V LX

Worcester, MA

UnscoredInsufficient · 3
$1,995272,000 mi

Comparison: 3 similar vehicles

Worcester, MA

2011 Cadillac DTS Premium Collection

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

2011 Cadillac DTS Premium Collection

East Windsor, CT

UnscoredLimited · 8
$1,999190,643 mi

Comparison: 8 similar vehicles

East Windsor, CT

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

East Windsor, CT

UnscoredInsufficient · 0
$1,999233,263 mi

East Windsor, CT

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Suffield, CT

UnscoredLimited · 19
$2,000215,413 mi

Comparison: 19 similar vehicles

Suffield, CT

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Suffield, CT

UnscoredLimited · 7
$2,000173,904 mi

Comparison: 7 similar vehicles

Suffield, CT

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 Murano SL

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

2007 Nissan Murano SL

Suffield, CT

UnscoredLimited · 10
$2,000170,716 mi

Comparison: 10 similar vehicles

Suffield, CT

2006 Chevrolet Express Cargo Work

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

2006 Chevrolet Express Cargo Work

Brimfield, MA

UnscoredInsufficient · 0
$2,000274,422 mi

Brimfield, MA

2000 Acura TL Base

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

2000 Acura TL Base

Vernon, CT

UnscoredInsufficient · 0
$2,000220,928 mi

Vernon, CT

2012 Nissan Quest S

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

2012 Nissan Quest S

Attleboro, MA

UnscoredInsufficient · 0
$2,250164,000 mi

Attleboro, MA

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Sturbridge, MA

UnscoredLimited · 5
$2,250113,528 mi

Comparison: 5 similar vehicles

Sturbridge, 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

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

UnscoredInsufficient · 4
$2,450216,000 mi

Comparison: 4 similar vehicles

Attleboro, MA

2003 GMC Safari Base

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

2003 GMC Safari Base

Attleboro, MA

UnscoredInsufficient · 0
$2,450197,000 mi

Attleboro, 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

2010 Nissan Sentra SR

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

2010 Nissan Sentra SR

East Hartford, CT

UnscoredLimited · 10
$2,495185,911 mi

Comparison: 10 similar vehicles

East Hartford, CT

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

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

East Hartford, CT

Salvage title
$2,495147,231 mi

East Hartford, CT

2013 Chevrolet Cruze LTZ

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

2013 Chevrolet Cruze LTZ

East Windsor, CT

UnscoredLimited · 5
$2,499185,590 mi

Comparison: 5 similar vehicles

East Windsor, CT

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

East Windsor, CT

UnscoredLimited · 7
$2,499252,882 mi

Comparison: 7 similar vehicles

East Windsor, CT

2012 Kia Rio 5-Door EX

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

2012 Kia Rio 5-Door EX

Worcester, MA

UnscoredInsufficient · 0
$2,499166,320 mi

Worcester, MA

2013 Subaru Legacy 2.5i

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

2013 Subaru Legacy 2.5i

Suffield, CT

UnscoredLimited · 5
$2,500188,611 mi

Comparison: 5 similar vehicles

Suffield, CT

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 · 3
$2,500203,110 mi

Comparison: 3 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 TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Bloomfield, CT

UnscoredLimited · 6
$2,500176,493 mi

Comparison: 6 similar vehicles

Bloomfield, CT

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

2004 Honda Civic EX

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

2004 Honda Civic EX

Gardner, MA

UnscoredInsufficient · 0
$2,500243,356 mi

Gardner, MA

2000 Chevrolet Tracker Base

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

2000 Chevrolet Tracker Base

Southwick, MA

UnscoredInsufficient · 0
$2,50085,348 mi

Southwick, MA

2001 Toyota Corolla LE

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

2001 Toyota Corolla LE

East Hartford, CT

UnscoredInsufficient · 0
$2,595205,179 mi

East Hartford, CT

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

East Hartford, CT

UnscoredLimited · 13
$2,596161,753 mi

Comparison: 13 similar vehicles

East Hartford, CT

2013 Subaru Outback Base

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

2013 Subaru Outback Base

Suffield, CT

UnscoredLimited · 9
$2,800234,071 mi

Comparison: 9 similar vehicles

Suffield, CT

2011 Kia Optima LX

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

2011 Kia Optima LX

Suffield, CT

UnscoredLimited · 7
$2,800181,278 mi

Comparison: 7 similar vehicles

Suffield, CT

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

2009 Mitsubishi Lancer DE

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

2009 Mitsubishi Lancer DE

Holyoke, MA

UnscoredInsufficient · 0
$2,800Mileage not verified

Holyoke, MA

1998 Subaru Impreza BL

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

1998 Subaru Impreza BL

Springfield, OR

UnscoredInsufficient · 0
$2,800316,993 mi

Springfield, OR

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Holyoke, MA

UnscoredLimited · 6
$2,895172,900 mi

Comparison: 6 similar vehicles

Holyoke, 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 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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