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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

4,801 listings found

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Saginaw, MI

Unscored
$1,495197,042 mi

Comparison: 27 similar vehicles

Saginaw, MI

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Saginaw, MI

Unscored
$1,500264,685 mi

Comparison: 5 similar vehicles

Saginaw, MI

2008 Chrysler Town & Country Limited

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

2008 Chrysler Town & Country Limited

Saginaw, MI

UnscoredInsufficient · 0
$2,495173,195 mi

Saginaw, MI

2008 Buick LaCrosse CX

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

2008 Buick LaCrosse CX

Saginaw, MI

UnscoredInsufficient · 0
$2,495214,232 mi

Saginaw, MI

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Saginaw, MI

Unscored
$2,495172,298 mi

Comparison: 7 similar vehicles

Saginaw, MI

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Saginaw, MI

Salvage title
$2,495262,467 mi

Saginaw, MI

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Saginaw, MI

UnscoredInsufficient · 0
$2,995250,127 mi

Saginaw, MI

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Saginaw, MI

Unscored
$3,485161,707 mi

Comparison: 11 similar vehicles

Saginaw, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Saginaw, MI

Unscored
$3,495160,118 mi

Comparison: 121 similar vehicles

Saginaw, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Saginaw, MI

Unscored
$3,495277,211 mi

Comparison: 14 similar vehicles

Saginaw, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Saginaw, MI

Unscored
$3,495201,210 mi

Comparison: 28 similar vehicles

Saginaw, MI

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Saginaw, MI

Unscored
$3,495224,329 mi

Comparison: 13 similar vehicles

Saginaw, MI

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Saginaw, MI

Unscored
$3,495180,971 mi

Comparison: 6 similar vehicles

Saginaw, MI

2002 Pontiac Firebird Base

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

2002 Pontiac Firebird Base

Saginaw, MI

UnscoredInsufficient · 0
$3,495221,487 mi

Saginaw, MI

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Saginaw, MI

UnscoredInsufficient · 4
$3,500147,400 mi

Comparison: 4 similar vehicles

Saginaw, MI

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Saginaw, MI

UnscoredInsufficient · 3
$3,768218,921 mi

Comparison: 3 similar vehicles

Saginaw, MI

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Saginaw, MI

Unscored
$3,775152,000 mi

Comparison: 17 similar vehicles

Saginaw, MI

2004 Ford Mustang Premium

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

2004 Ford Mustang Premium

Saginaw, MI

UnscoredInsufficient · 0
$3,775195,392 mi

Saginaw, MI

No Photo

2013 Nissan Versa Sedan SV

Saginaw, MI

UnscoredInsufficient · 0
$3,995154,424 mi

Saginaw, MI

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Saginaw, MI

Unscored
$3,995136,636 mi

Comparison: 18 similar vehicles

Saginaw, MI

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Saginaw, MI

Unscored
$3,995242,723 mi

Comparison: 5 similar vehicles

Saginaw, MI

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Saginaw, MI

UnscoredInsufficient · 0
$3,995218,349 mi

Saginaw, MI

2006 Chevrolet TrailBlazer LT

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

2006 Chevrolet TrailBlazer LT

Saginaw, MI

UnscoredInsufficient · 0
$4,195119,475 mi

Saginaw, MI

2015 Chevrolet Malibu 2LT

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

2015 Chevrolet Malibu 2LT

Saginaw, MI

Unscored
$4,268159,415 mi

Comparison: 19 similar vehicles

Saginaw, MI

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Saginaw, MI

Unscored
$4,275208,156 mi

Comparison: 15 similar vehicles

Saginaw, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Saginaw, MI

Unscored
$4,495263,125 mi

Comparison: 12 similar vehicles

Saginaw, MI

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Saginaw, MI

Unscored
$4,513192,094 mi

Comparison: 7 similar vehicles

Saginaw, MI

2017 Ford Focus SE

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

2017 Ford Focus SE

Saginaw, MI

Unscored
$4,650186,486 mi

Comparison: 46 similar vehicles

Saginaw, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Saginaw, MI

Unscored
$4,768178,159 mi

Comparison: 12 similar vehicles

Saginaw, MI

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Saginaw, MI

UnscoredInsufficient · 3
$4,775155,114 mi

Comparison: 3 similar vehicles

Saginaw, MI

2017 Buick Regal GS

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

2017 Buick Regal GS

Saginaw, MI

Unscored
$4,995133,588 mi

Comparison: 6 similar vehicles

Saginaw, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Saginaw, MI

Fair PriceRobust · 121
$4,995118,776 mi

Market: $2,199 – $14,350

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Saginaw, MI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Saginaw, MI

UnscoredInsufficient · 3
$4,995133,116 mi

Comparison: 3 similar vehicles

Saginaw, MI

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Saginaw, MI

Fair PriceModerate · 22
$4,995107,951 mi

Market: $2,680 – $5,499

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 453 days listed (based on current market benchmarks)

Saginaw, MI

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Saginaw, MI

Fair PriceModerate · 28
$4,995111,900 mi

Market: $3,495 – $8,942

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Saginaw, MI

2011 Dodge Grand Caravan Mainstreet

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

2011 Dodge Grand Caravan Mainstreet

Saginaw, MI

Unscored
$4,995229,788 mi

Comparison: 5 similar vehicles

Saginaw, MI

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Saginaw, MI

UnscoredInsufficient · 0
$4,995228,002 mi

Saginaw, MI

2008 MINI Cooper Base

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

2008 MINI Cooper Base

Saginaw, MI

UnscoredInsufficient · 0
$4,995100,285 mi

Saginaw, MI

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Saginaw, MI

UnscoredInsufficient · 3
$4,995101,429 mi

Comparison: 3 similar vehicles

Saginaw, MI

2014 GMC Acadia SLE2

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

2014 GMC Acadia SLE2

Saginaw, MI

Unscored
$5,270208,156 mi

Comparison: 12 similar vehicles

Saginaw, MI

2011 Dodge Avenger

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

2011 Dodge Avenger

Saginaw, MI

UnscoredInsufficient · 0
$5,270141,247 mi

Saginaw, MI

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Saginaw, MI

Unscored
$5,274205,701 mi

Comparison: 8 similar vehicles

Saginaw, MI

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

Saginaw, MI

UnscoredInsufficient · 4
$5,495211,521 mi

Comparison: 4 similar vehicles

Saginaw, MI

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Saginaw, MI

UnscoredInsufficient · 3
$5,49564,124 mi

Comparison: 3 similar vehicles

Saginaw, MI

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Saginaw, MI

Unscored
$5,795124,820 mi

Comparison: 8 similar vehicles

Saginaw, MI

2007 GMC Yukon Denali

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

2007 GMC Yukon Denali

Saginaw, MI

Unscored
$5,900217,000 mi

Comparison: 6 similar vehicles

Saginaw, MI

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Saginaw, MI

Unscored
$5,995144,509 mi

Comparison: 8 similar vehicles

Saginaw, MI

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Saginaw, MI

Unscored
$5,995139,315 mi

Comparison: 6 similar vehicles

Saginaw, MI

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Saginaw, MI

UnscoredInsufficient · 3
$5,995150,077 mi

Comparison: 3 similar vehicles

Saginaw, MI

2014 Nissan Quest LE

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

2014 Nissan Quest LE

Saginaw, MI

UnscoredInsufficient · 0
$5,995145,880 mi

Saginaw, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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 route inbound buyer inquiries and control verified contact information.
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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