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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

2008 Buick Lucerne CX

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

2008 Buick Lucerne CX

West Branch, MI

UnscoredInsufficient · 0
$2,914163,609 mi

West Branch, MI

2010 Chrysler 300 C

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

2010 Chrysler 300 C

West Branch, MI

UnscoredInsufficient · 4
$4,014202,842 mi

Comparison: 4 similar vehicles

West Branch, MI

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Pigeon, MI

UnscoredModerate · 39
$5,275130,315 mi

Comparison: 39 similar vehicles

Pigeon, MI

2018 Ford Focus SE

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

2018 Ford Focus SE

Tawas City, MI

UnscoredLimited · 15
$6,309140,764 mi

Comparison: 15 similar vehicles

Tawas City, MI

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Pinconning, MI

UnscoredRobust · 75
$7,900152,960 mi

Comparison: 75 similar vehicles

Pinconning, MI

2016 Chrysler 200 LX

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

2016 Chrysler 200 LX

Pinconning, MI

UnscoredLimited · 5
$8,564107,728 mi

Comparison: 5 similar vehicles

Pinconning, MI

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

West Branch, MI

Fair PriceRobust · 150
$9,085111,509 mi

Market: $3,498 – $14,495

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

West Branch, MI

2015 Buick Regal Base

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

2015 Buick Regal Base

Pinconning, MI

UnscoredInsufficient · 4
$10,114107,487 mi

Comparison: 4 similar vehicles

Pinconning, MI

2016 Dodge Charger SE

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

2016 Dodge Charger SE

West Branch, MI

UnscoredInsufficient · 4
$11,814137,741 mi

Comparison: 4 similar vehicles

West Branch, MI

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

West Branch, MI

OverpricedModerate · 20
$11,93999,615 mi

Market: $3,300 – $8,495

Comparison: 20 similar vehicles

Priced ~41% above the typical market range for similar vehicles (based on current market benchmarks)

West Branch, MI

2015 Ford Taurus SHO

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

2015 Ford Taurus SHO

West Branch, MI

UnscoredLimited · 8
$12,516105,990 mi

Comparison: 8 similar vehicles

West Branch, MI

2020 Nissan Altima SL

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

2020 Nissan Altima SL

West Branch, MI

UnscoredLimited · 17
$12,928120,839 mi

Comparison: 17 similar vehicles

West Branch, MI

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Sebewaing, MI

Fair PriceRobust · 60
$13,357Mileage not verified

Market: $6,995 – $23,660

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Sebewaing, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Pinconning, MI

UnscoredLimited · 6
$13,564105,316 mi

Comparison: 6 similar vehicles

Pinconning, 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

West Branch, MI

UnscoredInsufficient · 0
$14,05452,723 mi

West Branch, MI

2020 Ford Fusion SE

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

2020 Ford Fusion SE

West Branch, MI

Fair PriceRobust · 138
$14,21185,236 mi

Market: $5,900 – $19,338

Comparison: 138 similar vehicles

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

West Branch, MI

2021 Nissan Maxima SV

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

2021 Nissan Maxima SV

Pinconning, MI

UnscoredLimited · 8
$15,31494,235 mi

Comparison: 8 similar vehicles

Pinconning, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Standish, MI

UnscoredInsufficient · 4
$15,32681,157 mi

Comparison: 4 similar vehicles

Standish, MI

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Bad Axe, MI

Fair PriceRobust · 435
$17,49569,785 mi

Market: $12,458 – $26,553

Comparison: 435 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Bad Axe, MI

2016 Mercedes-Benz E-Class E350 Sport

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

2016 Mercedes-Benz E-Class E350 Sport

Standish, MI

UnscoredInsufficient · 0
$17,78963,503 mi

Standish, MI

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Linwood, MI

UnscoredInsufficient · 4
$17,88658,110 mi

Comparison: 4 similar vehicles

Linwood, MI

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Linwood, MI

Fair PriceModerate · 27
$18,66063,851 mi

Market: $15,999 – $19,164

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Linwood, MI

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Pinconning, MI

Fair PriceRobust · 58
$18,81433,725 mi

Market: $14,199 – $32,890

Comparison: 58 similar vehicles

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

Pinconning, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Oscoda, MI

Fair PriceRobust · 319
$18,99561,503 mi

Market: $8,999 – $25,188

Comparison: 319 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Oscoda, MI

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Bad Axe, MI

Fair PriceRobust · 107
$19,55145,838 mi

Market: $17,888 – $22,433

Comparison: 107 similar vehicles

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

Bad Axe, MI

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Bad Axe, MI

Fair PriceModerate · 38
$19,77937,881 mi

Market: $18,194 – $29,510

Comparison: 38 similar vehicles

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

Bad Axe, MI

2017 Lincoln Continental Select

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

2017 Lincoln Continental Select

East Tawas, MI

UnscoredInsufficient · 4
$20,80967,932 mi

Comparison: 4 similar vehicles

East Tawas, MI

2021 Cadillac CT5 Sport

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

2021 Cadillac CT5 Sport

Standish, MI

UnscoredLimited · 5
$21,615102,219 mi

Comparison: 5 similar vehicles

Standish, MI

2024 Toyota Camry SE

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

2024 Toyota Camry SE

Pinconning, MI

Fair PriceModerate · 47
$24,61453,947 mi

Market: $23,973 – $27,547

Comparison: 47 similar vehicles

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

Pinconning, MI

2024 Hyundai Sonata SEL

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

2024 Hyundai Sonata SEL

Standish, MI

UnscoredInsufficient · 0
$25,1098,521 mi

Standish, MI

2026 Kia K5 GT-Line

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

2026 Kia K5 GT-Line

Standish, MI

UnscoredInsufficient · 3
$27,2144,567 mi

Comparison: 3 similar vehicles

Standish, MI

2024 Cadillac CT5 Premium Luxury

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

2024 Cadillac CT5 Premium Luxury

Pinconning, MI

Fair PriceLimited · 16
$35,05937,990 mi

Market: $26,995 – $40,544

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Pinconning, 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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