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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

529 listings found

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Indianola, IA

UnscoredLimited · 10
$3,450203,296 mi

Comparison: 10 similar vehicles

Indianola, IA

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Des Moines, IA

UnscoredInsufficient · 0
$3,450246,810 mi

Des Moines, IA

2006 Dodge Stratus SXT

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

2006 Dodge Stratus SXT

Des Moines, IA

UnscoredInsufficient · 3
$3,495165,475 mi

Comparison: 3 similar vehicles

Des Moines, IA

2005 Lincoln LS Ultimate

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

2005 Lincoln LS Ultimate

Indianola, IA

UnscoredInsufficient · 0
$3,500185,392 mi

Indianola, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Des Moines, IA

UnscoredInsufficient · 4
$3,995185,660 mi

Comparison: 4 similar vehicles

Des Moines, IA

2000 BMW 3 Series Base

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

2000 BMW 3 Series Base

Des Moines, IA

UnscoredInsufficient · 0
$3,995202,388 mi

Des Moines, IA

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Adel, IA

UnscoredInsufficient · 0
$4,990154,714 mi

Adel, IA

2015 Nissan Altima S

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

2015 Nissan Altima S

Des Moines, IA

UnscoredLimited · 6
$4,995197,116 mi

Comparison: 6 similar vehicles

Des Moines, IA

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Indianola, IA

UnscoredModerate · 20
$4,995154,092 mi

Comparison: 20 similar vehicles

Indianola, IA

2012 Ford Taurus SEL

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

2012 Ford Taurus SEL

Des Moines, IA

UnscoredLimited · 5
$4,995214,532 mi

Comparison: 5 similar vehicles

Des Moines, IA

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Indianola, IA

UnscoredInsufficient · 4
$4,995161,280 mi

Comparison: 4 similar vehicles

Indianola, IA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Adel, IA

UnscoredLimited · 12
$4,995145,839 mi

Comparison: 12 similar vehicles

Adel, IA

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Creston, IA

UnscoredLimited · 6
$4,995175,547 mi

Comparison: 6 similar vehicles

Creston, IA

2012 Nissan Altima S

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

2012 Nissan Altima S

Des Moines, IA

UnscoredLimited · 17
$5,400168,491 mi

Comparison: 17 similar vehicles

Des Moines, IA

2008 Honda Civic LX

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

2008 Honda Civic LX

Indianola, IA

UnscoredLimited · 12
$5,495177,438 mi

Comparison: 12 similar vehicles

Indianola, IA

2008 Toyota Corolla LE

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

2008 Toyota Corolla LE

Des Moines, IA

UnscoredLimited · 6
$5,950151,705 mi

Comparison: 6 similar vehicles

Des Moines, IA

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Indianola, IA

UnscoredLimited · 10
$5,995189,997 mi

Comparison: 10 similar vehicles

Indianola, IA

2011 Subaru Legacy 2.5i

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

2011 Subaru Legacy 2.5i

Indianola, IA

UnscoredInsufficient · 0
$5,995129,967 mi

Indianola, IA

2010 Honda Accord EX

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

2010 Honda Accord EX

Indianola, IA

UnscoredInsufficient · 3
$5,995163,313 mi

Comparison: 3 similar vehicles

Indianola, IA

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Creston, IA

UnscoredInsufficient · 0
$5,995140,660 mi

Creston, IA

2003 Ford Focus SE

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

2003 Ford Focus SE

Creston, IA

UnscoredInsufficient · 0
$5,995139,826 mi

Creston, IA

2015 Ford Fusion Hybrid Titanium

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

2015 Ford Fusion Hybrid Titanium

Red Oak, IA

UnscoredInsufficient · 3
$5,999190,280 mi

Comparison: 3 similar vehicles

Red Oak, IA

2014 Honda Civic LX

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

2014 Honda Civic LX

Indianola, IA

UnscoredLimited · 12
$6,000214,323 mi

Comparison: 12 similar vehicles

Indianola, IA

2016 Ford Focus SE

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

2016 Ford Focus SE

Urbandale, IA

UnscoredModerate · 24
$6,179144,237 mi

Comparison: 24 similar vehicles

Urbandale, IA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Osceola, IA

UnscoredLimited · 13
$6,195174,942 mi

Comparison: 13 similar vehicles

Osceola, IA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Urbandale, IA

UnscoredLimited · 10
$6,307189,667 mi

Comparison: 10 similar vehicles

Urbandale, IA

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Des Moines, IA

UnscoredModerate · 25
$6,435176,074 mi

Comparison: 25 similar vehicles

Des Moines, IA

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Des Moines, IA

UnscoredInsufficient · 3
$6,450128,376 mi

Comparison: 3 similar vehicles

Des Moines, IA

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Indianola, IA

UnscoredInsufficient · 3
$6,495219,559 mi

Comparison: 3 similar vehicles

Indianola, IA

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Indianola, IA

UnscoredInsufficient · 3
$6,500155,031 mi

Comparison: 3 similar vehicles

Indianola, IA

2005 Toyota Corolla S

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

2005 Toyota Corolla S

Des Moines, IA

UnscoredInsufficient · 0
$6,750156,727 mi

Des Moines, IA

No Photo

2013 Chevrolet Malibu 1LT

Waukee, IA

UnscoredModerate · 25
$6,825129,311 mi

Comparison: 25 similar vehicles

Waukee, IA

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Des Moines, IA

UnscoredLimited · 9
$6,900133,387 mi

Comparison: 9 similar vehicles

Des Moines, IA

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

De Soto, IA

Fair PriceLimited · 14
$6,900111,357 mi

Market: $4,500 – $8,582

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

De Soto, IA

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Waukee, IA

UnscoredLimited · 5
$6,921166,224 mi

Comparison: 5 similar vehicles

Waukee, IA

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Indianola, IA

UnscoredInsufficient · 4
$6,995115,050 mi

Comparison: 4 similar vehicles

Indianola, IA

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Des Moines, IA

UnscoredLimited · 6
$6,995112,643 mi

Comparison: 6 similar vehicles

Des Moines, IA

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Indianola, IA

UnscoredInsufficient · 3
$6,995145,810 mi

Comparison: 3 similar vehicles

Indianola, IA

2015 Ford Fusion S

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

2015 Ford Fusion S

Indianola, IA

UnscoredLimited · 5
$6,995171,609 mi

Comparison: 5 similar vehicles

Indianola, IA

2014 Chrysler 200 Touring

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

2014 Chrysler 200 Touring

Des Moines, IA

UnscoredInsufficient · 0
$6,995138,495 mi

Des Moines, IA

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Des Moines, IA

UnscoredInsufficient · 3
$6,995112,644 mi

Comparison: 3 similar vehicles

Des Moines, IA

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Des Moines, IA

UnscoredLimited · 6
$6,995106,898 mi

Comparison: 6 similar vehicles

Des Moines, IA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Des Moines, IA

UnscoredInsufficient · 3
$6,99575,474 mi

Comparison: 3 similar vehicles

Des Moines, IA

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Indianola, IA

UnscoredLimited · 11
$6,995157,723 mi

Comparison: 11 similar vehicles

Indianola, IA

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Indianola, IA

UnscoredLimited · 12
$6,995126,362 mi

Comparison: 12 similar vehicles

Indianola, IA

2011 Nissan Sentra SR

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

2011 Nissan Sentra SR

Indianola, IA

UnscoredInsufficient · 0
$6,995104,602 mi

Indianola, IA

2010 Nissan Sentra SR

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

2010 Nissan Sentra SR

Indianola, IA

OverpricedLimited · 11
$6,995149,676 mi

Market: $5,000 – $6,398

Comparison: 11 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Indianola, IA

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Des Moines, IA

UnscoredLimited · 7
$6,99585,517 mi

Comparison: 7 similar vehicles

Des Moines, IA

2009 Nissan Sentra S

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

2009 Nissan Sentra S

Creston, IA

UnscoredLimited · 15
$6,995171,110 mi

Comparison: 15 similar vehicles

Creston, IA

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Creston, IA

UnscoredInsufficient · 0
$6,995128,679 mi

Creston, IA

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

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