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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

32 listings found

2006 Honda Accord EX

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

2006 Honda Accord EX

Holdrege, NE

UnscoredInsufficient · 3
$4,054210,224 mi

Comparison: 3 similar vehicles

Holdrege, NE

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Norton, KS

UnscoredInsufficient · 0
$4,500132,049 mi

Norton, KS

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Holdrege, NE

UnscoredInsufficient · 0
$6,329160,162 mi

Holdrege, NE

2014 Buick Regal GS

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

2014 Buick Regal GS

Holdrege, NE

UnscoredInsufficient · 0
$7,999Mileage not verified

Holdrege, NE

2010 Buick LaCrosse CX

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

2010 Buick LaCrosse CX

Holdrege, NE

UnscoredInsufficient · 0
$8,20088,936 mi

Holdrege, NE

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Holdrege, NE

UnscoredInsufficient · 4
$8,900115,238 mi

Comparison: 4 similar vehicles

Holdrege, NE

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Alma, NE

UnscoredInsufficient · 4
$8,900127,674 mi

Comparison: 4 similar vehicles

Alma, NE

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Holdrege, NE

UnscoredInsufficient · 0
$9,076122,937 mi

Holdrege, NE

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Holdrege, NE

UnscoredLimited · 12
$9,600120,231 mi

Comparison: 12 similar vehicles

Holdrege, NE

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Holdrege, NE

UnscoredInsufficient · 3
$9,800113,126 mi

Comparison: 3 similar vehicles

Holdrege, NE

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Holdrege, NE

UnscoredLimited · 12
$10,900129,095 mi

Comparison: 12 similar vehicles

Holdrege, NE

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Norton, KS

UnscoredLimited · 5
$11,99971,000 mi

Comparison: 5 similar vehicles

Norton, KS

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Holdrege, NE

UnscoredLimited · 5
$13,98985,015 mi

Comparison: 5 similar vehicles

Holdrege, NE

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Palco, KS

UnscoredInsufficient · 0
$14,69999,400 mi

Palco, KS

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Holdrege, NE

UnscoredLimited · 5
$14,900119,433 mi

Comparison: 5 similar vehicles

Holdrege, NE

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Holdrege, NE

UnscoredInsufficient · 0
$16,50050,501 mi

Holdrege, NE

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Holdrege, NE

UnscoredLimited · 7
$17,500101,528 mi

Comparison: 7 similar vehicles

Holdrege, NE

2018 BMW 5 Series 530e

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

2018 BMW 5 Series 530e

Holdrege, NE

UnscoredInsufficient · 0
$18,99991,315 mi

Holdrege, NE

2025 Volkswagen Jetta Sport

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

2025 Volkswagen Jetta Sport

Holdrege, NE

UnscoredLimited · 8
$19,99743,413 mi

Comparison: 8 similar vehicles

Holdrege, NE

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Holdrege, NE

Fair PriceModerate · 25
$19,99831,946 mi

Market: $18,397 – $22,897

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 159 days listed (based on current market benchmarks)

Holdrege, NE

2020 Toyota Corolla SE

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

2020 Toyota Corolla SE

Holdrege, NE

UnscoredLimited · 15
$20,08744,032 mi

Comparison: 15 similar vehicles

Holdrege, NE

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Holdrege, NE

Fair PriceRobust · 72
$20,84959,100 mi

Market: $11,900 – $23,999

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Holdrege, NE

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Holdrege, NE

Fair PriceModerate · 20
$21,18738,566 mi

Market: $18,249 – $26,396

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Holdrege, NE

2025 Nissan Altima SR

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

2025 Nissan Altima SR

Holdrege, NE

UnscoredLimited · 5
$21,64847,860 mi

Comparison: 5 similar vehicles

Holdrege, NE

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Holdrege, NE

UnscoredLimited · 10
$21,82939,685 mi

Comparison: 10 similar vehicles

Holdrege, NE

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Holdrege, NE

Fair PriceModerate · 29
$21,83932,323 mi

Market: $21,249 – $25,454

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Holdrege, NE

2024 Kia K5 GT-Line

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

2024 Kia K5 GT-Line

Holdrege, NE

UnscoredInsufficient · 0
$25,19852,928 mi

Holdrege, NE

2026 Nissan Altima SR

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

2026 Nissan Altima SR

Holdrege, NE

UnscoredInsufficient · 4
$28,01015,054 mi

Comparison: 4 similar vehicles

Holdrege, NE

2023 Dodge Charger GT

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

2023 Dodge Charger GT

Phillipsburg, KS

UnscoredInsufficient · 0
$31,00017,206 mi

Phillipsburg, KS

2026 Honda Accord SE

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

2026 Honda Accord SE

Holdrege, NE

Fair PriceRobust · 94
$32,019Mileage not verified

Market: $30,447 – $33,338

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Holdrege, NE

2026 Honda Accord SE

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

2026 Honda Accord SE

Holdrege, NE

Fair PriceRobust · 94
$32,244Mileage not verified

Market: $30,447 – $33,338

Comparison: 94 similar vehicles

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

Holdrege, NE

2026 Honda Accord Hybrid Touring

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

2026 Honda Accord Hybrid Touring

Holdrege, NE

Fair PriceModerate · 32
$41,274Mileage not verified

Market: $38,690 – $42,138

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Holdrege, NE

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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