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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

2,966 listings found

No Photo

2004 Chevrolet Malibu LT

Plainwell, MI

UnscoredLimited · 10
$2,495Mileage not verified

Comparison: 10 similar vehicles

Plainwell, 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

Grand Rapids, MI

UnscoredLimited · 10
$2,500239,995 mi

Comparison: 10 similar vehicles

Grand Rapids, MI

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Hudsonville, MI

UnscoredLimited · 8
$2,814164,484 mi

Comparison: 8 similar vehicles

Hudsonville, MI

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Grand Rapids, MI

UnscoredModerate · 39
$2,995232,675 mi

Comparison: 39 similar vehicles

Grand Rapids, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Grand Rapids, MI

UnscoredModerate · 34
$2,995179,421 mi

Comparison: 34 similar vehicles

Grand Rapids, MI

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Kentwood, MI

UnscoredInsufficient · 0
$2,995190,000 mi

Kentwood, MI

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Grand Rapids, MI

UnscoredInsufficient · 3
$2,995175,970 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2004 Honda Accord EX

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

2004 Honda Accord EX

Cedar Springs, MI

UnscoredLimited · 8
$2,995258,000 mi

Comparison: 8 similar vehicles

Cedar Springs, MI

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Lowell, MI

UnscoredLimited · 5
$2,999173,117 mi

Comparison: 5 similar vehicles

Lowell, MI

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Kalamazoo, MI

UnscoredLimited · 9
$3,000248,715 mi

Comparison: 9 similar vehicles

Kalamazoo, MI

2009 Chevrolet Malibu 1LS

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

2009 Chevrolet Malibu 1LS

Grand Rapids, MI

UnscoredLimited · 7
$3,000240,152 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150217,759 mi

Grand Rapids, MI

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150101,606 mi

Grand Rapids, MI

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Hudsonville, MI

Fair PriceLimited · 18
$3,214Mileage not verified

Market: $2,100 – $8,376

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Hudsonville, MI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Grand Rapids, MI

UnscoredRobust · 77
$3,295221,059 mi

Comparison: 77 similar vehicles

Grand Rapids, MI

2006 Chrysler 300 Touring

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

2006 Chrysler 300 Touring

Grand Rapids, MI

UnscoredLimited · 9
$3,314Mileage not verified

Comparison: 9 similar vehicles

Grand Rapids, MI

2002 Mitsubishi Galant ES

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

2002 Mitsubishi Galant ES

Grand Rapids, MI

UnscoredInsufficient · 0
$3,314128,195 mi

Grand Rapids, MI

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Grand Rapids, MI

UnscoredModerate · 20
$3,495177,048 mi

Comparison: 20 similar vehicles

Grand Rapids, MI

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Grandville, MI

UnscoredLimited · 10
$3,495171,205 mi

Comparison: 10 similar vehicles

Grandville, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Grand Rapids, MI

UnscoredLimited · 15
$3,500208,008 mi

Comparison: 15 similar vehicles

Grand Rapids, MI

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Grand Rapids, MI

UnscoredModerate · 43
$3,500228,574 mi

Comparison: 43 similar vehicles

Grand Rapids, MI

2013 Kia Rio LX

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

2013 Kia Rio LX

Kalamazoo, MI

UnscoredLimited · 12
$3,500170,821 mi

Comparison: 12 similar vehicles

Kalamazoo, MI

2012 Buick LaCrosse Base

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

2012 Buick LaCrosse Base

Kalamazoo, MI

UnscoredInsufficient · 0
$3,500165,600 mi

Kalamazoo, MI

2011 Chevrolet Impala LTZ

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

2011 Chevrolet Impala LTZ

Grand Rapids, MI

UnscoredInsufficient · 0
$3,500205,047 mi

Grand Rapids, MI

2011 Mercury Milan Base

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

2011 Mercury Milan Base

Grand Rapids, MI

UnscoredInsufficient · 0
$3,500173,552 mi

Grand Rapids, MI

2010 Suzuki Kizashi GTS

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

2010 Suzuki Kizashi GTS

Hudsonville, MI

UnscoredInsufficient · 0
$3,500156,000 mi

Hudsonville, MI

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Grand Rapids, MI

UnscoredLimited · 5
$3,500138,189 mi

Comparison: 5 similar vehicles

Grand Rapids, MI

2002 Chrysler 300M Special

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

2002 Chrysler 300M Special

Norton Shores, MI

UnscoredInsufficient · 0
$3,500125,034 mi

Norton Shores, MI

2008 INFINITI G 35

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

2008 INFINITI G 35

Grand Rapids, MI

UnscoredLimited · 8
$3,595319,124 mi

Comparison: 8 similar vehicles

Grand Rapids, MI

2011 Nissan Altima SR

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

2011 Nissan Altima SR

Grand Rapids, MI

UnscoredInsufficient · 0
$3,599171,000 mi

Grand Rapids, MI

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Kalamazoo, MI

UnscoredModerate · 27
$3,795249,078 mi

Comparison: 27 similar vehicles

Kalamazoo, MI

2010 Chevrolet Malibu 1LS

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

2010 Chevrolet Malibu 1LS

Grand Rapids, MI

UnscoredLimited · 11
$3,800138,138 mi

Comparison: 11 similar vehicles

Grand Rapids, MI

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Grand Rapids, MI

UnscoredModerate · 30
$3,814162,917 mi

Comparison: 30 similar vehicles

Grand Rapids, MI

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Grand Junction, MI

UnscoredLimited · 7
$3,900212,894 mi

Comparison: 7 similar vehicles

Grand Junction, MI

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Nunica, MI

UnscoredInsufficient · 0
$3,900195,517 mi

Nunica, MI

2012 Nissan Altima S

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

2012 Nissan Altima S

Grand Rapids, MI

UnscoredRobust · 55
$3,950150,579 mi

Comparison: 55 similar vehicles

Grand Rapids, MI

2011 Chevrolet Aveo 1LT

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

2011 Chevrolet Aveo 1LT

Grand Rapids, MI

UnscoredInsufficient · 3
$3,95083,532 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Grand Rapids, MI

UnscoredRobust · 59
$3,995193,346 mi

Comparison: 59 similar vehicles

Grand Rapids, MI

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Grand Rapids, MI

UnscoredModerate · 44
$3,995200,034 mi

Comparison: 44 similar vehicles

Grand Rapids, MI

2013 Lincoln MKS Base

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

2013 Lincoln MKS Base

Grand Rapids, MI

UnscoredModerate · 27
$3,995328,716 mi

Comparison: 27 similar vehicles

Grand Rapids, MI

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Grand Rapids, MI

UnscoredRobust · 50
$3,995140,350 mi

Comparison: 50 similar vehicles

Grand Rapids, MI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Grand Rapids, MI

UnscoredRobust · 56
$3,995242,208 mi

Comparison: 56 similar vehicles

Grand Rapids, MI

2010 Cadillac DTS Luxury Collection

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

2010 Cadillac DTS Luxury Collection

Saranac, MI

UnscoredLimited · 5
$3,995180,600 mi

Comparison: 5 similar vehicles

Saranac, MI

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

Grand Rapids, MI

UnscoredLimited · 6
$3,995168,938 mi

Comparison: 6 similar vehicles

Grand Rapids, MI

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Kentwood, MI

UnscoredInsufficient · 0
$3,995200,000 mi

Kentwood, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Grand Rapids, MI

UnscoredModerate · 34
$3,995191,170 mi

Comparison: 34 similar vehicles

Grand Rapids, MI

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Grand Rapids, MI

UnscoredLimited · 5
$3,995150,813 mi

Comparison: 5 similar vehicles

Grand Rapids, MI

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Grand Rapids, MI

UnscoredModerate · 38
$3,995195,363 mi

Comparison: 38 similar vehicles

Grand Rapids, MI

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Grand Rapids, MI

UnscoredInsufficient · 4
$3,995115,321 mi

Comparison: 4 similar vehicles

Grand Rapids, MI

No Photo

2005 Toyota Avalon XL

Plainwell, MI

UnscoredInsufficient · 3
$3,995300,000 mi

Comparison: 3 similar vehicles

Plainwell, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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.