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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 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

96 listings found

1994 Pontiac Trans Sport

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

1994 Pontiac Trans Sport

Mishawaka, IN

UnscoredInsufficient · 0
$1,650211,123 mi

Mishawaka, IN

2005 Pontiac Grand Prix GT

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

2005 Pontiac Grand Prix GT

Auburn, IN

UnscoredInsufficient · 0
$2,000275,022 mi

Auburn, IN

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Anderson, IN

UnscoredLimited · 7
$2,200197,230 mi

Comparison: 7 similar vehicles

Anderson, IN

No Photo

2008 Pontiac G6 1SV

Mishawaka, IN

UnscoredLimited · 8
$2,995200,000 mi

Comparison: 8 similar vehicles

Mishawaka, IN

2005 Pontiac Montana Base

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

2005 Pontiac Montana Base

Sellersburg, IN

UnscoredInsufficient · 3
$2,996151,242 mi

Comparison: 3 similar vehicles

Sellersburg, IN

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Indianapolis, IN

UnscoredInsufficient · 0
$3,185144,000 mi

Indianapolis, IN

2010 Pontiac G6

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

2010 Pontiac G6

Crown Point, IN

UnscoredInsufficient · 0
$3,300188,458 mi

Crown Point, IN

2008 Pontiac Torrent Base

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

2008 Pontiac Torrent Base

Indianapolis, IN

UnscoredInsufficient · 4
$3,500103,700 mi

Comparison: 4 similar vehicles

Indianapolis, IN

2005 Pontiac Grand Am SE

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

2005 Pontiac Grand Am SE

Lafayette, IN

UnscoredInsufficient · 0
$3,500Mileage not verified

Lafayette, IN

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Fort Wayne, IN

UnscoredInsufficient · 4
$3,699Mileage not verified

Comparison: 4 similar vehicles

Fort Wayne, IN

2009 Pontiac G6

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

2009 Pontiac G6

Shelbyville, IN

UnscoredLimited · 13
$3,900142,330 mi

Comparison: 13 similar vehicles

Shelbyville, IN

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Elkhart, IN

Fair PriceLimited · 11
$3,900118,646 mi

Market: $3,995 – $7,650

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 849 days listed (based on current market benchmarks)

Elkhart, IN

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Mount Vernon, IN

UnscoredInsufficient · 0
$3,900214,505 mi

Mount Vernon, IN

2005 Pontiac Montana Base

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

2005 Pontiac Montana Base

Fort Wayne, IN

UnscoredLimited · 12
$3,950155,142 mi

Comparison: 12 similar vehicles

Fort Wayne, IN

2003 Pontiac Grand Am GT

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

2003 Pontiac Grand Am GT

Elkhart, IN

UnscoredInsufficient · 0
$3,950156,433 mi

Elkhart, IN

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Logansport, IN

UnscoredLimited · 7
$3,995139,035 mi

Comparison: 7 similar vehicles

Logansport, IN

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Wabash, IN

UnscoredLimited · 18
$3,995150,000 mi

Comparison: 18 similar vehicles

Wabash, IN

2008 Pontiac G8 Base

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

2008 Pontiac G8 Base

Plainfield, IN

UnscoredLimited · 5
$4,000201,871 mi

Comparison: 5 similar vehicles

Plainfield, IN

2009 Pontiac G6 GXP

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

2009 Pontiac G6 GXP

Terre Haute, IN

UnscoredInsufficient · 0
$4,200171,102 mi

Terre Haute, IN

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Indianapolis, IN

UnscoredInsufficient · 3
$4,200204,730 mi

Comparison: 3 similar vehicles

Indianapolis, IN

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Cambridge City, IN

UnscoredInsufficient · 3
$4,295118,080 mi

Comparison: 3 similar vehicles

Cambridge City, IN

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Terre Haute, IN

UnscoredInsufficient · 0
$4,500162,187 mi

Terre Haute, IN

2009 Pontiac Vibe AWD

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

2009 Pontiac Vibe AWD

Oakland City, IN

UnscoredInsufficient · 0
$4,500213,061 mi

Oakland City, IN

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Elkhart, IN

UnscoredLimited · 7
$4,500136,000 mi

Comparison: 7 similar vehicles

Elkhart, IN

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Elkhart, IN

UnscoredLimited · 5
$4,600114,717 mi

Comparison: 5 similar vehicles

Elkhart, IN

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Merrillville, IN

UnscoredLimited · 5
$4,900127,083 mi

Comparison: 5 similar vehicles

Merrillville, IN

2009 Pontiac Vibe GT

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

2009 Pontiac Vibe GT

Indianapolis, IN

UnscoredLimited · 6
$4,900167,000 mi

Comparison: 6 similar vehicles

Indianapolis, IN

2008 Pontiac G8 Base

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

2008 Pontiac G8 Base

Elkhart, IN

UnscoredLimited · 6
$4,900108,000 mi

Comparison: 6 similar vehicles

Elkhart, IN

2009 Pontiac G6

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

2009 Pontiac G6

Elkhart, IN

UnscoredModerate · 40
$4,995133,257 mi

Comparison: 40 similar vehicles

Elkhart, IN

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Bloomington, IN

UnscoredInsufficient · 3
$4,995119,000 mi

Comparison: 3 similar vehicles

Bloomington, IN

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Brownsburg, IN

UnscoredInsufficient · 4
$4,995204,526 mi

Comparison: 4 similar vehicles

Brownsburg, IN

2005 Pontiac Montana Base

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

2005 Pontiac Montana Base

Elkhart, IN

OverpricedLimited · 16
$4,995140,308 mi

Market: $2,278 – $3,950

Comparison: 16 similar vehicles

Priced ~26% above the typical market range for similar vehicles (based on current market benchmarks)

Elkhart, IN

2004 Pontiac Grand Am SE

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

2004 Pontiac Grand Am SE

Elkhart, IN

UnscoredInsufficient · 0
$4,99597,743 mi

Elkhart, IN

2008 Pontiac Torrent Base

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

2008 Pontiac Torrent Base

Merrillville, IN

UnscoredLimited · 5
$4,999151,703 mi

Comparison: 5 similar vehicles

Merrillville, IN

2002 Pontiac Grand Prix SE

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

2002 Pontiac Grand Prix SE

Greenwood, IN

UnscoredLimited · 5
$4,999165,243 mi

Comparison: 5 similar vehicles

Greenwood, IN

2001 Pontiac Grand Prix GT

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

2001 Pontiac Grand Prix GT

Fort Wayne, IN

UnscoredInsufficient · 0
$4,999139,042 mi

Fort Wayne, IN

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Greencastle, IN

Fair PriceLimited · 10
$5,14594,858 mi

Market: $4,493 – $9,235

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Greencastle, IN

2009 Pontiac G6

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

2009 Pontiac G6

Lebanon, IN

UnscoredInsufficient · 3
$5,494176,466 mi

Comparison: 3 similar vehicles

Lebanon, IN

2009 Pontiac G6

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

2009 Pontiac G6

Elkhart, IN

Fair PriceModerate · 40
$5,49594,623 mi

Market: $1,999 – $6,895

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 849 days listed (based on current market benchmarks)

Elkhart, IN

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

Elkhart, IN

OverpricedLimited · 11
$5,495108,997 mi

Market: $2,500 – $4,995

Comparison: 11 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Elkhart, IN

2005 Pontiac G6 GT

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

2005 Pontiac G6 GT

Fort Wayne, IN

UnscoredInsufficient · 0
$5,599107,064 mi

Fort Wayne, IN

2007 Pontiac Grand Prix GXP

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

2007 Pontiac Grand Prix GXP

West Lafayette, IN

UnscoredInsufficient · 0
$5,80076,367 mi

West Lafayette, IN

2009 Pontiac G6

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

2009 Pontiac G6

Rensselaer, IN

Fair PriceModerate · 26
$5,86998,974 mi

Market: $3,475 – $6,895

Comparison: 26 similar vehicles

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

Rensselaer, IN

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Anderson, IN

Fair PriceLimited · 10
$5,900118,912 mi

Market: $4,493 – $9,235

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Anderson, IN

2006 Pontiac Torrent Base

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

2006 Pontiac Torrent Base

New Whiteland, IN

UnscoredInsufficient · 0
$5,975170,729 mi

New Whiteland, IN

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Elkhart, IN

UnscoredLimited · 8
$5,995102,623 mi

Comparison: 8 similar vehicles

Elkhart, IN

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Sellersburg, IN

UnscoredInsufficient · 0
$6,495128,100 mi

Sellersburg, IN

2004 Pontiac Aztek FWD

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

2004 Pontiac Aztek FWD

Merrillville, IN

UnscoredInsufficient · 0
$6,498126,876 mi

Merrillville, IN

2010 Pontiac Vibe Base

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

2010 Pontiac Vibe Base

Richmond, IN

UnscoredInsufficient · 0
$6,500144,083 mi

Richmond, IN

2007 Pontiac Vibe Base

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

2007 Pontiac Vibe Base

South Bend, IN

UnscoredInsufficient · 4
$6,500141,368 mi

Comparison: 4 similar vehicles

South Bend, IN

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

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