Skip to main content
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 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

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

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 · 8
$1,990256,595 mi

Comparison: 8 similar vehicles

Brockton, 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

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

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 · 16
$2,750174,105 mi

Comparison: 16 similar vehicles

Stoughton, MA

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Nashua, NH

UnscoredInsufficient · 0
$2,820150,000 mi

Nashua, NH

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

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

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Methuen, MA

UnscoredLimited · 6
$2,988243,540 mi

Comparison: 6 similar vehicles

Methuen, MA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Salem, MA

UnscoredLimited · 15
$2,990156,828 mi

Comparison: 15 similar vehicles

Salem, MA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Chelmsford, MA

UnscoredModerate · 21
$2,995190,852 mi

Comparison: 21 similar vehicles

Chelmsford, 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

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Hudson, NH

UnscoredLimited · 10
$2,995183,801 mi

Comparison: 10 similar vehicles

Hudson, NH

2011 Mercury Mariner Premier

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

2011 Mercury Mariner Premier

Plaistow, NH

UnscoredInsufficient · 0
$2,995159,123 mi

Plaistow, NH

2011 BMW X3 xDrive35i

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

2011 BMW X3 xDrive35i

Plaistow, NH

UnscoredInsufficient · 0
$2,995179,144 mi

Plaistow, NH

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Derry, NH

UnscoredInsufficient · 0
$2,995139,355 mi

Derry, NH

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Boston, MA

Salvage title
$2,997155,730 mi

Boston, MA

2006 Subaru Forester X

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

2006 Subaru Forester X

Canton, MA

UnscoredLimited · 7
$2,999129,726 mi

Comparison: 7 similar vehicles

Canton, MA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Salem, NH

UnscoredLimited · 6
$2,999239,178 mi

Comparison: 6 similar vehicles

Salem, NH

2016 Ford Escape SE

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

2016 Ford Escape SE

Southborough, MA

UnscoredLimited · 19
$3,000182,093 mi

Comparison: 19 similar vehicles

Southborough, MA

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Middleborough, MA

UnscoredInsufficient · 0
$3,000258,102 mi

Middleborough, MA

2008 Land Rover LR2 SE

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

2008 Land Rover LR2 SE

Worcester, MA

UnscoredInsufficient · 0
$3,000198,554 mi

Worcester, MA

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Whitman, MA

UnscoredInsufficient · 0
$3,094189,096 mi

Whitman, MA

2010 Acura RDX Base

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

2010 Acura RDX Base

Worcester, MA

UnscoredLimited · 5
$3,200214,630 mi

Comparison: 5 similar vehicles

Worcester, MA

2012 Volvo XC90 3.2

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

2012 Volvo XC90 3.2

Attleboro, MA

UnscoredInsufficient · 0
$3,400149,746 mi

Attleboro, MA

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Worcester, MA

UnscoredInsufficient · 3
$3,400198,767 mi

Comparison: 3 similar vehicles

Worcester, MA

2005 Honda Element EX

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

2005 Honda Element EX

Worcester, MA

UnscoredLimited · 8
$3,450Mileage not verified

Comparison: 8 similar vehicles

Worcester, MA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Brockton, MA

UnscoredLimited · 7
$3,490201,592 mi

Comparison: 7 similar vehicles

Brockton, MA

2003 Toyota RAV4 Base

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

2003 Toyota RAV4 Base

Chelmsford, MA

UnscoredLimited · 6
$3,494163,525 mi

Comparison: 6 similar vehicles

Chelmsford, MA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Chelmsford, MA

UnscoredInsufficient · 4
$3,495162,523 mi

Comparison: 4 similar vehicles

Chelmsford, MA

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Derry, NH

UnscoredInsufficient · 0
$3,495161,649 mi

Derry, NH

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Salem, MA

UnscoredInsufficient · 0
$3,495121,059 mi

Salem, MA

2009 BMW X3 xDrive30i

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

2009 BMW X3 xDrive30i

Derry, NH

UnscoredInsufficient · 0
$3,495135,679 mi

Derry, NH

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Worcester, MA

UnscoredLimited · 7
$3,495140,000 mi

Comparison: 7 similar vehicles

Worcester, MA

2008 Acura RDX Base

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

2008 Acura RDX Base

Stow, MA

UnscoredInsufficient · 3
$3,495186,000 mi

Comparison: 3 similar vehicles

Stow, MA

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Derry, NH

UnscoredLimited · 5
$3,495146,347 mi

Comparison: 5 similar vehicles

Derry, NH

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Merrimack, NH

UnscoredInsufficient · 3
$3,499138,839 mi

Comparison: 3 similar vehicles

Merrimack, NH

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Avon, MA

UnscoredInsufficient · 3
$3,499153,850 mi

Comparison: 3 similar vehicles

Avon, MA

2010 Jeep Commander Limited

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

2010 Jeep Commander Limited

Seekonk, MA

UnscoredInsufficient · 0
$3,500194,118 mi

Seekonk, MA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Attleboro, MA

UnscoredInsufficient · 4
$3,500183,000 mi

Comparison: 4 similar vehicles

Attleboro, MA

2009 Ford Taurus X SEL

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

2009 Ford Taurus X SEL

Methuen, MA

UnscoredInsufficient · 0
$3,500164,285 mi

Methuen, MA

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

East Providence, RI

UnscoredInsufficient · 4
$3,500183,000 mi

Comparison: 4 similar vehicles

East Providence, RI

2009 Kia Sorento Base

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

2009 Kia Sorento Base

Worcester, MA

UnscoredInsufficient · 0
$3,500110,302 mi

Worcester, MA

2001 Lexus RX 300

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

2001 Lexus RX 300

Brockton, MA

UnscoredInsufficient · 3
$3,590214,284 mi

Comparison: 3 similar vehicles

Brockton, MA

2008 Subaru Forester 2.5 X

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

2008 Subaru Forester 2.5 X

Sterling, MA

UnscoredInsufficient · 0
$3,699152,000 mi

Sterling, MA

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Brockton, MA

UnscoredInsufficient · 0
$3,70094,580 mi

Brockton, MA

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Swansea, MA

UnscoredModerate · 23
$3,799185,346 mi

Comparison: 23 similar vehicles

Swansea, MA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Avon, MA

UnscoredInsufficient · 4
$3,799162,074 mi

Comparison: 4 similar vehicles

Avon, MA

2010 Jeep Grand Cherokee Limited

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

2010 Jeep Grand Cherokee Limited

Boston, MA

UnscoredInsufficient · 4
$3,799177,790 mi

Comparison: 4 similar vehicles

Boston, MA

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Worcester, MA

UnscoredInsufficient · 3
$3,800221,660 mi

Comparison: 3 similar vehicles

Worcester, 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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.