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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 · November 12, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

283 listings found

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Fresno, CA

Unscored
$4,999176,743 mi

Comparison: 10 similar vehicles

Fresno, CA

2010 Kia Forte EX

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

2010 Kia Forte EX

Fresno, CA

UnscoredInsufficient · 0
$5,130175,657 mi

Fresno, CA

2016 Kia Optima LX

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

2016 Kia Optima LX

Fresno, CA

UnscoredInsufficient · 4
$6,500121,434 mi

Comparison: 4 similar vehicles

Fresno, CA

2016 Kia Forte LX

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

2016 Kia Forte LX

Fresno, CA

Unscored
$6,900124,000 mi

Comparison: 8 similar vehicles

Fresno, CA

2019 Kia Soul +

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

2019 Kia Soul +

Fresno, CA

Unscored
$6,995142,000 mi

Comparison: 13 similar vehicles

Fresno, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Fresno, CA

Unscored
$6,995186,499 mi

Comparison: 5 similar vehicles

Fresno, CA

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Fresno, CA

Unscored
$6,999182,268 mi

Comparison: 27 similar vehicles

Fresno, CA

2016 Kia Optima LX

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

2016 Kia Optima LX

Fresno, CA

Unscored
$6,999171,616 mi

Comparison: 5 similar vehicles

Fresno, CA

2015 Kia Sorento EX

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

2015 Kia Sorento EX

Fresno, CA

UnscoredInsufficient · 0
$6,999127,170 mi

Fresno, CA

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Fresno, CA

Unscored
$7,120161,135 mi

Comparison: 7 similar vehicles

Fresno, CA

2017 Kia Optima EX

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

2017 Kia Optima EX

Fresno, CA

UnscoredInsufficient · 0
$7,599125,678 mi

Fresno, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Fresno, CA

Salvage title
$7,600100,756 mi

Fresno, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Fresno, CA

Unscored
$7,995152,699 mi

Comparison: 5 similar vehicles

Fresno, CA

2014 Kia Optima LX

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

2014 Kia Optima LX

Fresno, CA

UnscoredInsufficient · 3
$7,995143,599 mi

Comparison: 3 similar vehicles

Fresno, CA

2011 Kia Optima SX

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

2011 Kia Optima SX

Fresno, CA

UnscoredInsufficient · 0
$7,995149,987 mi

Fresno, CA

2013 Kia Optima LX

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

2013 Kia Optima LX

Fresno, CA

Unscored
$7,998121,799 mi

Comparison: 9 similar vehicles

Fresno, CA

2013 Kia Optima SX

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

2013 Kia Optima SX

Fresno, CA

UnscoredInsufficient · 4
$7,999119,145 mi

Comparison: 4 similar vehicles

Fresno, CA

2012 Kia Soul

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

2012 Kia Soul

Fresno, CA

UnscoredInsufficient · 0
$7,99984,746 mi

Fresno, CA

2017 Kia Forte LX

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

2017 Kia Forte LX

Fresno, CA

UnscoredInsufficient · 4
$8,19995,200 mi

Comparison: 4 similar vehicles

Fresno, CA

2019 Kia Optima LX

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

2019 Kia Optima LX

Fresno, CA

Unscored
$8,500115,000 mi

Comparison: 7 similar vehicles

Fresno, CA

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Fresno, CA

Unscored
$8,900100,255 mi

Comparison: 5 similar vehicles

Fresno, CA

2015 Kia Sedona EX

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

2015 Kia Sedona EX

Fresno, CA

UnscoredInsufficient · 0
$8,900147,692 mi

Fresno, CA

2017 Kia Forte LX

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

2017 Kia Forte LX

Fresno, CA

UnscoredInsufficient · 3
$8,985112,112 mi

Comparison: 3 similar vehicles

Fresno, CA

2016 Kia Optima LX

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

2016 Kia Optima LX

Fresno, CA

Unscored
$8,995132,249 mi

Comparison: 5 similar vehicles

Fresno, CA

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Fresno, CA

Unscored
$8,995136,899 mi

Comparison: 10 similar vehicles

Fresno, CA

2019 Kia Soul Base

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

2019 Kia Soul Base

Fresno, CA

Unscored
$8,999119,250 mi

Comparison: 6 similar vehicles

Fresno, CA

2018 Kia Sportage LX

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

2018 Kia Sportage LX

Fresno, CA

Unscored
$8,999139,998 mi

Comparison: 11 similar vehicles

Fresno, CA

2016 Kia Rio SX

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

2016 Kia Rio SX

Fresno, CA

UnscoredInsufficient · 0
$8,999105,641 mi

Fresno, CA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Fresno, CA

Salvage title
$9,171109,528 mi

Fresno, CA

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Fresno, CA

Unscored
$9,250119,378 mi

Comparison: 5 similar vehicles

Fresno, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Fresno, CA

Unscored
$9,50080,734 mi

Comparison: 5 similar vehicles

Fresno, CA

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Fresno, CA

UnscoredInsufficient · 0
$9,988141,769 mi

Fresno, CA

2015 Kia Optima LX

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

2015 Kia Optima LX

Fresno, CA

Unscored
$9,995116,709 mi

Comparison: 5 similar vehicles

Fresno, CA

2014 Kia Optima SX

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

2014 Kia Optima SX

Fresno, CA

UnscoredInsufficient · 0
$9,995122,109 mi

Fresno, CA

2017 Kia Forte LX

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

2017 Kia Forte LX

Fresno, CA

UnscoredInsufficient · 4
$9,99967,800 mi

Comparison: 4 similar vehicles

Fresno, CA

2018 Kia Optima EX

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

2018 Kia Optima EX

Fresno, CA

UnscoredInsufficient · 4
$10,130119,321 mi

Comparison: 4 similar vehicles

Fresno, CA

2013 Kia Sportage LX

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

2013 Kia Sportage LX

Fresno, CA

UnscoredInsufficient · 0
$10,130183,361 mi

Fresno, CA

2018 Kia Sportage EX

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

2018 Kia Sportage EX

Fresno, CA

UnscoredInsufficient · 0
$10,195111,473 mi

Fresno, CA

2016 Kia Optima EX

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

2016 Kia Optima EX

Fresno, CA

Fair PriceLimited · 11
$10,59990,000 mi

Market: $7,200 – $12,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Fresno, CA

2019 Kia Soul +

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

2019 Kia Soul +

Fresno, CA

Fair PriceLimited · 13
$10,900100,809 mi

Market: $6,995 – $15,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Fresno, CA

2016 Kia Optima EX

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

2016 Kia Optima EX

Fresno, CA

Fair PriceLimited · 11
$10,99591,593 mi

Market: $7,200 – $12,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Fresno, CA

2020 Kia Optima LX

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

2020 Kia Optima LX

Fresno, CA

Unscored
$10,999124,029 mi

Comparison: 5 similar vehicles

Fresno, CA

2019 Kia Optima LX

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

2019 Kia Optima LX

Fresno, CA

Unscored
$10,99990,600 mi

Comparison: 7 similar vehicles

Fresno, CA

2015 Kia Optima EX

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

2015 Kia Optima EX

Fresno, CA

Fair PriceLimited · 15
$10,99991,000 mi

Market: $6,169 – $17,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Fresno, CA

2022 Kia Soul LX

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

2022 Kia Soul LX

Fresno, CA

Unscored
$11,443131,459 mi

Comparison: 11 similar vehicles

Fresno, CA

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Fresno, CA

Unscored
$11,79087,319 mi

Comparison: 6 similar vehicles

Fresno, CA

2019 Kia Soul Base

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

2019 Kia Soul Base

Fresno, CA

Unscored
$11,900104,357 mi

Comparison: 6 similar vehicles

Fresno, CA

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Fresno, CA

Unscored
$11,900113,358 mi

Comparison: 7 similar vehicles

Fresno, CA

2019 Kia Optima LX

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

2019 Kia Optima LX

Fresno, CA

Unscored
$11,922100,026 mi

Comparison: 7 similar vehicles

Fresno, CA

2019 Kia Soul +

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

2019 Kia Soul +

Fresno, CA

Fair PriceLimited · 13
$11,995Mileage not verified

Market: $6,995 – $15,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Fresno, CA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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