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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 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

62 listings found

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Deland, FL

UnscoredInsufficient · 0
$1,595100,645 mi

Deland, FL

2000 Mercury Grand Marquis LS

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

2000 Mercury Grand Marquis LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Tampa, FL

UnscoredLimited · 8
$1,950189,000 mi

Comparison: 8 similar vehicles

Tampa, FL

2004 Mercury Grand Marquis GS

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

2004 Mercury Grand Marquis GS

Daytona Beach, FL

UnscoredInsufficient · 0
$1,999158,428 mi

Daytona Beach, FL

2004 Mercury Grand Marquis GS

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

2004 Mercury Grand Marquis GS

Hollywood, FL

UnscoredInsufficient · 0
$2,399110,924 mi

Hollywood, FL

2009 Mercury Milan Premier

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

2009 Mercury Milan Premier

Leesburg, FL

UnscoredInsufficient · 0
$2,495142,654 mi

Leesburg, FL

2003 Mercury Mountaineer Luxury

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

2003 Mercury Mountaineer Luxury

Clearwater, FL

UnscoredInsufficient · 0
$2,995116,300 mi

Clearwater, FL

2004 Mercury Sable LS

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

2004 Mercury Sable LS

Pompano Beach, FL

UnscoredInsufficient · 0
$2,999186,105 mi

Pompano Beach, FL

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Gainesville, FL

UnscoredInsufficient · 3
$3,223218,137 mi

Comparison: 3 similar vehicles

Gainesville, FL

2009 Mercury Milan Base

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

2009 Mercury Milan Base

Mascotte, FL

UnscoredInsufficient · 0
$3,450122,912 mi

Mascotte, FL

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Tampa, FL

UnscoredInsufficient · 0
$3,900205,341 mi

Tampa, FL

1999 Mercury Grand Marquis GS

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

1999 Mercury Grand Marquis GS

Pompano Beach, FL

UnscoredInsufficient · 0
$3,97994,526 mi

Pompano Beach, FL

2009 Mercury Sable Premier

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

2009 Mercury Sable Premier

Ocala, FL

UnscoredInsufficient · 3
$3,995221,394 mi

Comparison: 3 similar vehicles

Ocala, FL

2006 Mercury Mariner Luxury 4WD

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

2006 Mercury Mariner Luxury 4WD

Port Richey, FL

UnscoredInsufficient · 0
$3,995130,175 mi

Port Richey, FL

2005 Mercury Mariner Convenience FWD

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

2005 Mercury Mariner Convenience FWD

Apopka, FL

UnscoredInsufficient · 0
$3,997130,167 mi

Apopka, FL

2009 Mercury Sable Premier

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

2009 Mercury Sable Premier

Port Richey, FL

UnscoredInsufficient · 0
$4,393155,178 mi

Port Richey, FL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Tampa, FL

UnscoredInsufficient · 0
$4,50059,697 mi

Tampa, FL

2010 Mercury Milan Base

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

2010 Mercury Milan Base

LaBelle, FL

UnscoredInsufficient · 0
$4,552104,683 mi

LaBelle, FL

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Tallahassee, FL

UnscoredInsufficient · 0
$4,800158,831 mi

Tallahassee, FL

2011 Mercury Mariner Premier

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

2011 Mercury Mariner Premier

Orlando, FL

UnscoredInsufficient · 0
$4,850116,830 mi

Orlando, FL

2009 Mercury Mariner Base

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

2009 Mercury Mariner Base

Pompano Beach, FL

UnscoredInsufficient · 0
$4,900112,292 mi

Pompano Beach, FL

1999 Mercury Grand Marquis GS

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

1999 Mercury Grand Marquis GS

Naples, FL

UnscoredInsufficient · 0
$4,900113,374 mi

Naples, FL

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Orlando, FL

UnscoredInsufficient · 3
$4,990165,991 mi

Comparison: 3 similar vehicles

Orlando, FL

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Fort Myers, FL

UnscoredInsufficient · 0
$4,99579,896 mi

Fort Myers, FL

No Photo

2010 Mercury Milan Premier

Dade City, FL

UnscoredInsufficient · 3
$4,995168,046 mi

Comparison: 3 similar vehicles

Dade City, FL

2001 Mercury Sable GS

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

2001 Mercury Sable GS

Clearwater, FL

UnscoredInsufficient · 0
$4,99542,111 mi

Clearwater, FL

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Jacksonville, FL

UnscoredInsufficient · 0
$4,99986,817 mi

Jacksonville, FL

No Photo

2006 Mercury Grand Marquis GS

Melbourne, FL

UnscoredInsufficient · 0
$5,00074,173 mi

Melbourne, FL

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Interlachen, FL

UnscoredInsufficient · 0
$5,500147,189 mi

Interlachen, FL

2009 Mercury Mariner Premier

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

2009 Mercury Mariner Premier

Tampa, FL

UnscoredInsufficient · 0
$5,500116,230 mi

Tampa, FL

1984 Mercury Cougar

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

1984 Mercury Cougar

Largo, FL

UnscoredInsufficient · 0
$5,50023,000 mi

Largo, FL

2003 Mercury Grand Marquis LS

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

2003 Mercury Grand Marquis LS

Stuart, FL

UnscoredInsufficient · 0
$5,900104,804 mi

Stuart, FL

1991 Mercury Capri

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

1991 Mercury Capri

Sarasota, FL

UnscoredInsufficient · 0
$5,90047,756 mi

Sarasota, FL

2007 Mercury Grand Marquis GS

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

2007 Mercury Grand Marquis GS

Orlando, FL

UnscoredInsufficient · 0
$5,989114,972 mi

Orlando, FL

2005 Mercury Monterey Premier

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

2005 Mercury Monterey Premier

Port Charlotte, FL

UnscoredInsufficient · 0
$5,99579,748 mi

Port Charlotte, FL

No Photo

2005 Mercury Mountaineer Premier

Cocoa, FL

UnscoredInsufficient · 0
$5,995177,392 mi

Cocoa, FL

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Clearwater, FL

UnscoredInsufficient · 0
$5,995109,702 mi

Clearwater, FL

2010 Mercury Grand Marquis LS

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

2010 Mercury Grand Marquis LS

Pompano Beach, FL

UnscoredLimited · 8
$5,999132,246 mi

Comparison: 8 similar vehicles

Pompano Beach, FL

2007 Mercury Mountaineer Premier

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

2007 Mercury Mountaineer Premier

Hastings, FL

UnscoredInsufficient · 0
$6,294205,813 mi

Hastings, FL

2005 Mercury Montego Premier

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

2005 Mercury Montego Premier

Bunnell, FL

UnscoredInsufficient · 0
$6,39591,335 mi

Bunnell, FL

1996 Mercury Cougar

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

1996 Mercury Cougar

Pinellas Park, FL

UnscoredInsufficient · 0
$6,89478,276 mi

Pinellas Park, FL

2003 Mercury Grand Marquis GS

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

2003 Mercury Grand Marquis GS

Orlando, FL

UnscoredInsufficient · 0
$6,90061,086 mi

Orlando, FL

1999 Mercury Cougar

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

1999 Mercury Cougar

Pompano Beach, FL

UnscoredInsufficient · 0
$6,90028,846 mi

Pompano Beach, FL

No Photo

2004 Mercury Grand Marquis GS

Cocoa, FL

UnscoredInsufficient · 0
$6,99544,747 mi

Cocoa, FL

2010 Mercury Milan Base

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

2010 Mercury Milan Base

Spring Hill, FL

UnscoredInsufficient · 0
$7,47529,589 mi

Spring Hill, FL

2009 Mercury Grand Marquis LS

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

2009 Mercury Grand Marquis LS

Orlando, FL

UnscoredInsufficient · 0
$7,500135,393 mi

Orlando, FL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Largo, FL

UnscoredInsufficient · 3
$7,68578,198 mi

Comparison: 3 similar vehicles

Largo, FL

2010 Mercury Grand Marquis LS

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

2010 Mercury Grand Marquis LS

Vero Beach, FL

UnscoredInsufficient · 0
$7,900125,399 mi

Vero Beach, FL

2008 Mercury Grand Marquis GS

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

2008 Mercury Grand Marquis GS

Tallahassee, FL

UnscoredInsufficient · 0
$7,988171,398 mi

Tallahassee, FL

2010 Mercury Grand Marquis LS

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

2010 Mercury Grand Marquis LS

Auburndale, FL

UnscoredLimited · 9
$7,995138,558 mi

Comparison: 9 similar vehicles

Auburndale, FL

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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