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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

4,190 listings found

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

2009 Chevrolet Express Cargo Work Van

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

2009 Chevrolet Express Cargo Work Van

Boston, MA

UnscoredLimited · 9
$4,799208,050 mi

Comparison: 9 similar vehicles

Boston, MA

2017 Chevrolet City Express 1LS

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

2017 Chevrolet City Express 1LS

Brockton, MA

UnscoredInsufficient · 0
$5,000181,000 mi

Brockton, MA

2015 Chevrolet City Express 1LT

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

2015 Chevrolet City Express 1LT

Lowell, MA

UnscoredLimited · 5
$5,499158,000 mi

Comparison: 5 similar vehicles

Lowell, MA

2015 Nissan NV Cargo SL

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

2015 Nissan NV Cargo SL

Worcester, MA

UnscoredInsufficient · 0
$5,850Mileage not verified

Worcester, MA

2019 Chevrolet Express Cargo Work Van

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

2019 Chevrolet Express Cargo Work Van

Hopedale, MA

UnscoredModerate · 24
$5,900236,000 mi

Comparison: 24 similar vehicles

Hopedale, MA

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Dracut, MA

UnscoredLimited · 13
$5,995220,050 mi

Comparison: 13 similar vehicles

Dracut, MA

2013 Nissan NV200 SV

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

2013 Nissan NV200 SV

Salisbury, MA

Salvage title
$5,995146,959 mi

Salisbury, MA

2006 Ford Econoline Van Commercial

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

2006 Ford Econoline Van Commercial

Chicopee, MA

UnscoredLimited · 13
$6,200150,214 mi

Comparison: 13 similar vehicles

Chicopee, MA

2014 Chevrolet Express Cutaway Base

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

2014 Chevrolet Express Cutaway Base

Barnstable, MA

UnscoredLimited · 13
$6,495257,538 mi

Comparison: 13 similar vehicles

Barnstable, MA

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Brockton, MA

UnscoredModerate · 29
$6,590122,474 mi

Comparison: 29 similar vehicles

Brockton, MA

2019 Chevrolet Express Cargo Work Van

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

2019 Chevrolet Express Cargo Work Van

Worcester, MA

UnscoredModerate · 24
$6,900223,834 mi

Comparison: 24 similar vehicles

Worcester, MA

2008 Ford F-450 Super Duty Chassis Cab XLT

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

2008 Ford F-450 Super Duty Chassis Cab XLT

Millis, MA

UnscoredInsufficient · 0
$6,900168,000 mi

Millis, MA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Belchertown, MA

UnscoredInsufficient · 4
$6,999195,512 mi

Comparison: 4 similar vehicles

Belchertown, MA

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Worcester, MA

UnscoredModerate · 49
$6,999161,601 mi

Comparison: 49 similar vehicles

Worcester, MA

2021 Chevrolet Express Cargo Work Van

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

2021 Chevrolet Express Cargo Work Van

Hopedale, MA

UnscoredModerate · 23
$7,000209,000 mi

Comparison: 23 similar vehicles

Hopedale, MA

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Springfield, MA

UnscoredModerate · 39
$7,000220,921 mi

Comparison: 39 similar vehicles

Springfield, MA

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Newbury, MA

UnscoredLimited · 14
$7,195148,050 mi

Comparison: 14 similar vehicles

Newbury, MA

2009 Ford E-Series Econoline Van Commercial

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

2009 Ford E-Series Econoline Van Commercial

Agawam, MA

UnscoredLimited · 8
$7,399160,000 mi

Comparison: 8 similar vehicles

Agawam, MA

2010 Chevrolet Express Cargo Work Van

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

2010 Chevrolet Express Cargo Work Van

Leicester, MA

UnscoredInsufficient · 4
$7,500256,000 mi

Comparison: 4 similar vehicles

Leicester, MA

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Westport, MA

UnscoredModerate · 35
$7,900234,000 mi

Comparison: 35 similar vehicles

Westport, MA

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Springfield, MA

UnscoredModerate · 29
$7,987211,062 mi

Comparison: 29 similar vehicles

Springfield, MA

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Southwick, MA

UnscoredModerate · 29
$7,995218,034 mi

Comparison: 29 similar vehicles

Southwick, MA

2019 GMC Savana Cargo Work Van

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

2019 GMC Savana Cargo Work Van

Peabody, MA

UnscoredInsufficient · 3
$7,999204,452 mi

Comparison: 3 similar vehicles

Peabody, MA

2015 RAM ProMaster Cargo Van Base

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

2015 RAM ProMaster Cargo Van Base

New Bedford, MA

UnscoredLimited · 16
$7,999147,632 mi

Comparison: 16 similar vehicles

New Bedford, MA

2008 Ford F-450 Super Duty Chassis Cab XL

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

2008 Ford F-450 Super Duty Chassis Cab XL

Charlton, MA

UnscoredLimited · 5
$8,030192,255 mi

Comparison: 5 similar vehicles

Charlton, MA

2019 Chevrolet Express Cargo Work Van

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

2019 Chevrolet Express Cargo Work Van

Somerset, MA

UnscoredLimited · 14
$8,294162,200 mi

Comparison: 14 similar vehicles

Somerset, MA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Belchertown, MA

UnscoredInsufficient · 4
$8,499179,342 mi

Comparison: 4 similar vehicles

Belchertown, MA

2016 Ford E-Series Cutaway Base

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

2016 Ford E-Series Cutaway Base

Belchertown, MA

UnscoredInsufficient · 4
$8,499174,376 mi

Comparison: 4 similar vehicles

Belchertown, MA

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Everett, MA

UnscoredLimited · 13
$8,500165,780 mi

Comparison: 13 similar vehicles

Everett, MA

2012 Ford F-450 Super Duty Chassis Cab XL

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

2012 Ford F-450 Super Duty Chassis Cab XL

Charlton, MA

UnscoredLimited · 5
$8,519210,220 mi

Comparison: 5 similar vehicles

Charlton, MA

2015 Ford Transit Base

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

2015 Ford Transit Base

Milford, MA

UnscoredModerate · 27
$8,700Mileage not verified

Comparison: 27 similar vehicles

Milford, MA

2015 Chevrolet City Express 1LS

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

2015 Chevrolet City Express 1LS

Waltham, MA

UnscoredInsufficient · 3
$8,883106,141 mi

Comparison: 3 similar vehicles

Waltham, MA

2016 Ford Transit Base

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

2016 Ford Transit Base

Springfield, MA

UnscoredRobust · 151
$8,987264,948 mi

Comparison: 151 similar vehicles

Springfield, MA

2015 Chevrolet Express Cargo Work Van

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

2015 Chevrolet Express Cargo Work Van

Rockland, MA

UnscoredLimited · 6
$8,990181,047 mi

Comparison: 6 similar vehicles

Rockland, MA

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Peabody, MA

UnscoredInsufficient · 0
$8,990195,500 mi

Peabody, MA

2016 Nissan NV Cargo S

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

2016 Nissan NV Cargo S

Westfield, MA

UnscoredLimited · 11
$8,995144,244 mi

Comparison: 11 similar vehicles

Westfield, MA

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Auburn, MA

UnscoredLimited · 7
$8,995134,531 mi

Comparison: 7 similar vehicles

Auburn, MA

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Southwick, MA

UnscoredRobust · 55
$8,995122,322 mi

Comparison: 55 similar vehicles

Southwick, MA

2006 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2006 Chevrolet Silverado 3500 Chassis Cab Work Truck

Fairhaven, MA

UnscoredInsufficient · 0
$8,995202,833 mi

Fairhaven, MA

2004 Chevrolet Express Cargo Base

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

2004 Chevrolet Express Cargo Base

Somerville, MA

UnscoredInsufficient · 4
$8,995118,703 mi

Comparison: 4 similar vehicles

Somerville, MA

2018 Chevrolet Express Cargo Work Van

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

2018 Chevrolet Express Cargo Work Van

Ludlow, MA

UnscoredInsufficient · 4
$8,999208,036 mi

Comparison: 4 similar vehicles

Ludlow, MA

2016 Nissan NV Cargo S

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

2016 Nissan NV Cargo S

Whitman, MA

Salvage title
$8,999112,901 mi

Whitman, MA

2015 Chevrolet Express Cargo Work Van

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

2015 Chevrolet Express Cargo Work Van

New Bedford, MA

UnscoredInsufficient · 3
$8,999181,770 mi

Comparison: 3 similar vehicles

New Bedford, MA

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Belchertown, MA

UnscoredLimited · 7
$8,999124,138 mi

Comparison: 7 similar vehicles

Belchertown, MA

2013 Nissan NV Cargo S

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

2013 Nissan NV Cargo S

Springfield, MA

UnscoredLimited · 7
$8,999126,969 mi

Comparison: 7 similar vehicles

Springfield, MA

2015 Chevrolet Express Cargo Work Van

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

2015 Chevrolet Express Cargo Work Van

Newbury, MA

UnscoredLimited · 6
$9,000115,001 mi

Comparison: 6 similar vehicles

Newbury, MA

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Brockton, MA

Fair PriceModerate · 24
$9,49092,213 mi

Market: $3,995 – $29,990

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Brockton, MA

2018 Ford Transit Van Base

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

2018 Ford Transit Van Base

Swansea, MA

UnscoredLimited · 6
$9,599211,822 mi

Comparison: 6 similar vehicles

Swansea, MA

2019 Ford Transit Van Base

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

2019 Ford Transit Van Base

Holyoke, MA

UnscoredLimited · 5
$9,800257,242 mi

Comparison: 5 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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