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 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

27,904 listings found

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

Flint, MI

UnscoredInsufficient · 0
$1,399254,238 mi

Flint, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Chesaning, MI

UnscoredLimited · 17
$1,495302,180 mi

Comparison: 17 similar vehicles

Chesaning, MI

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Saginaw, MI

UnscoredLimited · 19
$1,500195,975 mi

Comparison: 19 similar vehicles

Saginaw, MI

2010 Jeep Patriot Latitude

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

2010 Jeep Patriot Latitude

Davison, MI

UnscoredInsufficient · 3
$1,795195,442 mi

Comparison: 3 similar vehicles

Davison, MI

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Mount Morris, MI

UnscoredInsufficient · 0
$1,799186,669 mi

Mount Morris, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Mount Morris, MI

UnscoredRobust · 51
$1,899225,486 mi

Comparison: 51 similar vehicles

Mount Morris, MI

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Flint, MI

UnscoredLimited · 5
$1,900208,845 mi

Comparison: 5 similar vehicles

Flint, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Davison, MI

UnscoredLimited · 9
$1,901174,753 mi

Comparison: 9 similar vehicles

Davison, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Davison, MI

UnscoredInsufficient · 3
$1,901210,604 mi

Comparison: 3 similar vehicles

Davison, MI

2013 Kia Soul Base

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

2013 Kia Soul Base

Saginaw, MI

UnscoredModerate · 22
$1,995224,769 mi

Comparison: 22 similar vehicles

Saginaw, MI

2010 Ford Edge SE

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

2010 Ford Edge SE

Chesaning, MI

UnscoredInsufficient · 3
$1,995200,155 mi

Comparison: 3 similar vehicles

Chesaning, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Chesaning, MI

Fair PriceLimited · 11
$1,995199,866 mi

Market: $1,699 – $8,202

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

Chesaning, MI

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Saginaw, MI

UnscoredInsufficient · 0
$1,995186,079 mi

Saginaw, MI

2011 Chevrolet HHR LS

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

2011 Chevrolet HHR LS

Mount Morris, MI

UnscoredInsufficient · 3
$1,999229,777 mi

Comparison: 3 similar vehicles

Mount Morris, MI

2002 Buick Regal LS

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

2002 Buick Regal LS

Mount Morris, MI

UnscoredInsufficient · 0
$1,999Mileage not verified

Mount Morris, MI

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Fenton, MI

UnscoredInsufficient · 0
$2,000179,762 mi

Fenton, MI

2005 Buick Park Avenue Base

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

2005 Buick Park Avenue Base

Fenton, MI

UnscoredInsufficient · 0
$2,000192,566 mi

Fenton, MI

2013 Nissan Maxima S

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

2013 Nissan Maxima S

Clio, MI

UnscoredInsufficient · 0
$2,200165,460 mi

Clio, MI

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Davison, MI

UnscoredInsufficient · 0
$2,214151,153 mi

Davison, MI

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Bay City, MI

UnscoredInsufficient · 3
$2,252219,225 mi

Comparison: 3 similar vehicles

Bay City, MI

2013 Dodge Grand Caravan SXT

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

2013 Dodge Grand Caravan SXT

Flint, MI

UnscoredLimited · 16
$2,275152,602 mi

Comparison: 16 similar vehicles

Flint, MI

2005 Pontiac Montana Base

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

2005 Pontiac Montana Base

Clare, MI

UnscoredInsufficient · 0
$2,278142,827 mi

Clare, MI

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Mount Morris, MI

UnscoredLimited · 12
$2,289230,235 mi

Comparison: 12 similar vehicles

Mount Morris, MI

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Chesaning, MI

UnscoredModerate · 44
$2,295200,382 mi

Comparison: 44 similar vehicles

Chesaning, MI

2009 Ford Focus SE

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

2009 Ford Focus SE

Flint, MI

UnscoredLimited · 13
$2,295170,197 mi

Comparison: 13 similar vehicles

Flint, MI

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Midland, MI

UnscoredInsufficient · 0
$2,295172,192 mi

Midland, MI

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Mount Morris, MI

UnscoredLimited · 6
$2,296291,003 mi

Comparison: 6 similar vehicles

Mount Morris, MI

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Davison, MI

UnscoredLimited · 5
$2,301157,497 mi

Comparison: 5 similar vehicles

Davison, MI

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Flint Township, MI

UnscoredInsufficient · 3
$2,309268,361 mi

Comparison: 3 similar vehicles

Flint Township, MI

2010 Chevrolet Traverse LS

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

2010 Chevrolet Traverse LS

Flint, MI

UnscoredInsufficient · 3
$2,309262,166 mi

Comparison: 3 similar vehicles

Flint, MI

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Flint Township, MI

UnscoredLimited · 12
$2,309220,804 mi

Comparison: 12 similar vehicles

Flint Township, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Davison, MI

Fair PriceModerate · 23
$2,401214,977 mi

Market: $2,250 – $8,595

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Davison, MI

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Clio, MI

UnscoredInsufficient · 0
$2,445139,877 mi

Clio, MI

2014 Nissan Versa Note SV

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

2014 Nissan Versa Note SV

Chesaning, MI

UnscoredInsufficient · 3
$2,495186,372 mi

Comparison: 3 similar vehicles

Chesaning, MI

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Flint, MI

UnscoredLimited · 16
$2,495165,124 mi

Comparison: 16 similar vehicles

Flint, MI

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Chesaning, MI

UnscoredLimited · 6
$2,495210,371 mi

Comparison: 6 similar vehicles

Chesaning, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Chesaning, MI

UnscoredInsufficient · 4
$2,495206,680 mi

Comparison: 4 similar vehicles

Chesaning, MI

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Chesaning, MI

Fair PriceModerate · 20
$2,495204,628 mi

Market: $2,300 – $8,200

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 309 days listed (based on current market benchmarks)

Chesaning, 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

UnscoredInsufficient · 0
$2,495172,298 mi

Saginaw, MI

2006 Mitsubishi Galant SE

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

2006 Mitsubishi Galant SE

Mount Morris, MI

UnscoredInsufficient · 0
$2,496138,505 mi

Mount Morris, MI

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Bay City, MI

UnscoredInsufficient · 0
$2,497203,057 mi

Bay City, MI

2002 Oldsmobile Alero GL1

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

2002 Oldsmobile Alero GL1

Mount Morris, MI

UnscoredInsufficient · 0
$2,49991,824 mi

Mount Morris, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Burton, MI

UnscoredInsufficient · 3
$2,500188,000 mi

Comparison: 3 similar vehicles

Burton, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Burton, MI

UnscoredInsufficient · 3
$2,500189,011 mi

Comparison: 3 similar vehicles

Burton, MI

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Gladwin, MI

UnscoredInsufficient · 0
$2,500192,364 mi

Gladwin, MI

1995 Chevrolet Camaro

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

1995 Chevrolet Camaro

Flint, MI

UnscoredInsufficient · 0
$2,500173,276 mi

Flint, MI

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Davison, MI

UnscoredInsufficient · 4
$2,501213,355 mi

Comparison: 4 similar vehicles

Davison, MI

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Davison, MI

UnscoredLimited · 5
$2,501284,989 mi

Comparison: 5 similar vehicles

Davison, MI

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Davison, MI

UnscoredInsufficient · 0
$2,501174,289 mi

Davison, MI

2008 Lexus ES 350

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

2008 Lexus ES 350

Davison, MI

UnscoredLimited · 5
$2,614248,948 mi

Comparison: 5 similar vehicles

Davison, MI

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

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.