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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

477 listings found

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Lansing, MI

UnscoredInsufficient · 3
$2,625198,818 mi

Comparison: 3 similar vehicles

Lansing, MI

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Lansing, MI

UnscoredLimited · 11
$3,675144,726 mi

Comparison: 11 similar vehicles

Lansing, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Lansing, MI

UnscoredInsufficient · 3
$4,450148,716 mi

Comparison: 3 similar vehicles

Lansing, MI

2013 Ford Focus Electric

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

2013 Ford Focus Electric

Lansing, MI

UnscoredInsufficient · 0
$4,70093,000 mi

Lansing, MI

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Lansing, MI

UnscoredLimited · 19
$4,980160,408 mi

Comparison: 19 similar vehicles

Lansing, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Lansing, MI

UnscoredModerate · 20
$5,400171,599 mi

Comparison: 20 similar vehicles

Lansing, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Lansing, MI

UnscoredLimited · 7
$5,500138,289 mi

Comparison: 7 similar vehicles

Lansing, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Lansing, MI

UnscoredInsufficient · 3
$5,550136,315 mi

Comparison: 3 similar vehicles

Lansing, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Lansing, MI

UnscoredInsufficient · 3
$5,980144,518 mi

Comparison: 3 similar vehicles

Lansing, MI

2015 Ford Explorer Sport

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

2015 Ford Explorer Sport

Lansing, MI

UnscoredInsufficient · 4
$5,980222,991 mi

Comparison: 4 similar vehicles

Lansing, MI

2014 Ford Transit Connect XL

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

2014 Ford Transit Connect XL

Lansing, MI

UnscoredLimited · 7
$5,980279,737 mi

Comparison: 7 similar vehicles

Lansing, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Lansing, MI

UnscoredLimited · 11
$5,980185,067 mi

Comparison: 11 similar vehicles

Lansing, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Lansing, MI

UnscoredLimited · 8
$5,980201,135 mi

Comparison: 8 similar vehicles

Lansing, MI

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Lansing, MI

UnscoredLimited · 7
$5,982138,000 mi

Comparison: 7 similar vehicles

Lansing, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

Lansing, MI

UnscoredLimited · 6
$5,995106,502 mi

Comparison: 6 similar vehicles

Lansing, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Lansing, MI

UnscoredRobust · 111
$6,100126,411 mi

Comparison: 111 similar vehicles

Lansing, MI

2019 Ford Fusion Hybrid SE

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

2019 Ford Fusion Hybrid SE

Lansing, MI

UnscoredModerate · 48
$6,180243,331 mi

Comparison: 48 similar vehicles

Lansing, MI

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Lansing, MI

UnscoredLimited · 5
$6,395132,548 mi

Comparison: 5 similar vehicles

Lansing, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Lansing, MI

UnscoredInsufficient · 3
$6,49979,937 mi

Comparison: 3 similar vehicles

Lansing, MI

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Lansing, MI

UnscoredLimited · 6
$6,500195,707 mi

Comparison: 6 similar vehicles

Lansing, MI

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Lansing, MI

UnscoredLimited · 14
$6,500160,053 mi

Comparison: 14 similar vehicles

Lansing, MI

2016 Ford Fusion S

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

2016 Ford Fusion S

Lansing, MI

UnscoredModerate · 23
$6,980152,084 mi

Comparison: 23 similar vehicles

Lansing, MI

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Lansing, MI

UnscoredLimited · 17
$6,980172,570 mi

Comparison: 17 similar vehicles

Lansing, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Lansing, MI

UnscoredLimited · 11
$6,980167,765 mi

Comparison: 11 similar vehicles

Lansing, MI

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

Lansing, MI

UnscoredLimited · 6
$6,980158,345 mi

Comparison: 6 similar vehicles

Lansing, MI

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Lansing, MI

UnscoredLimited · 6
$6,980205,073 mi

Comparison: 6 similar vehicles

Lansing, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

Lansing, MI

UnscoredLimited · 6
$6,99587,874 mi

Comparison: 6 similar vehicles

Lansing, MI

2018 Ford Ecosport SE

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

2018 Ford Ecosport SE

Lansing, MI

UnscoredInsufficient · 3
$7,300135,000 mi

Comparison: 3 similar vehicles

Lansing, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Lansing, MI

UnscoredLimited · 10
$7,500198,580 mi

Comparison: 10 similar vehicles

Lansing, MI

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Lansing, MI

UnscoredLimited · 6
$7,615121,442 mi

Comparison: 6 similar vehicles

Lansing, MI

2013 Ford Explorer Sport

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

2013 Ford Explorer Sport

Lansing, MI

UnscoredLimited · 6
$7,811155,358 mi

Comparison: 6 similar vehicles

Lansing, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Lansing, MI

UnscoredModerate · 31
$7,980151,732 mi

Comparison: 31 similar vehicles

Lansing, MI

2016 Ford Escape SE

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

2016 Ford Escape SE

Lansing, MI

UnscoredLimited · 9
$7,980145,213 mi

Comparison: 9 similar vehicles

Lansing, MI

2015 Ford Taurus SE

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

2015 Ford Taurus SE

Lansing, MI

UnscoredLimited · 12
$7,980139,000 mi

Comparison: 12 similar vehicles

Lansing, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lansing, MI

UnscoredInsufficient · 3
$7,980186,088 mi

Comparison: 3 similar vehicles

Lansing, MI

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Lansing, MI

UnscoredLimited · 5
$7,980139,372 mi

Comparison: 5 similar vehicles

Lansing, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Lansing, MI

UnscoredInsufficient · 4
$7,98080,385 mi

Comparison: 4 similar vehicles

Lansing, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Lansing, MI

Fair PriceLimited · 11
$7,980101,606 mi

Market: $5,350 – $9,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 573 days listed (based on current market benchmarks)

Lansing, MI

2013 Ford Edge Sport

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

2013 Ford Edge Sport

Lansing, MI

UnscoredModerate · 27
$7,980150,485 mi

Comparison: 27 similar vehicles

Lansing, MI

2015 Ford Explorer Sport

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

2015 Ford Explorer Sport

Lansing, MI

UnscoredInsufficient · 4
$7,985135,700 mi

Comparison: 4 similar vehicles

Lansing, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Lansing, MI

Fair PriceRobust · 57
$7,995117,895 mi

Market: $6,254 – $13,400

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Lansing, MI

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

Lansing, MI

UnscoredLimited · 9
$7,995134,862 mi

Comparison: 9 similar vehicles

Lansing, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lansing, MI

UnscoredLimited · 7
$7,995169,621 mi

Comparison: 7 similar vehicles

Lansing, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Lansing, MI

Fair PriceRobust · 111
$7,99579,615 mi

Market: $2,495 – $12,990

Comparison: 111 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Lansing, MI

2013 Ford Fusion Titanium

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

2013 Ford Fusion Titanium

Lansing, MI

UnscoredLimited · 11
$7,995148,535 mi

Comparison: 11 similar vehicles

Lansing, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Lansing, MI

Fair PriceRobust · 57
$8,000114,062 mi

Market: $6,254 – $13,400

Comparison: 57 similar vehicles

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

Lansing, MI

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Lansing, MI

UnscoredLimited · 7
$8,000110,391 mi

Comparison: 7 similar vehicles

Lansing, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Lansing, MI

UnscoredLimited · 5
$8,309120,372 mi

Comparison: 5 similar vehicles

Lansing, MI

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Lansing, MI

UnscoredLimited · 19
$8,495181,546 mi

Comparison: 19 similar vehicles

Lansing, MI

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Lansing, MI

UnscoredInsufficient · 0
$8,50075,907 mi

Lansing, 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. 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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