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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 3, 2026

6.8M+

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

54 listings found

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Brandon, FL

Fair PriceLimited · 15
$4,99598,716 mi

Market: $3,995 – $11,100

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1169 days listed (based on current market benchmarks)

Brandon, FL

2014 BMW X5 sDrive35i

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

2014 BMW X5 sDrive35i

Brandon, FL

UnscoredInsufficient · 4
$9,990110,593 mi

Comparison: 4 similar vehicles

Brandon, FL

2018 BMW 3 Series 330i

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

2018 BMW 3 Series 330i

Brandon, FL

Fair PriceModerate · 46
$12,69786,435 mi

Market: $9,498 – $17,489

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Brandon, FL

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

Brandon, FL

UnscoredInsufficient · 4
$13,69787,839 mi

Comparison: 4 similar vehicles

Brandon, FL

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Brandon, FL

Unscored
$14,09770,910 mi

Comparison: 6 similar vehicles

Brandon, FL

2016 BMW 2 Series 228i

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

2016 BMW 2 Series 228i

Brandon, FL

Unscored
$14,99777,298 mi

Comparison: 9 similar vehicles

Brandon, FL

No Photo

2019 BMW X3 30i

Brandon, FL

Fair PriceRobust · 55
$15,55578,909 mi

Market: $10,750 – $22,390

Comparison: 55 similar vehicles

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

Brandon, FL

2017 BMW 2 Series 230i

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

2017 BMW 2 Series 230i

Brandon, FL

Unscored
$15,79860,580 mi

Comparison: 6 similar vehicles

Brandon, FL

2021 BMW X3 30i

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

2021 BMW X3 30i

Brandon, FL

Fair PriceModerate · 42
$15,99085,954 mi

Market: $11,637 – $27,415

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Brandon, FL

2019 BMW X3 30i

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

2019 BMW X3 30i

Brandon, FL

Fair PriceRobust · 55
$16,59772,180 mi

Market: $10,750 – $22,390

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Brandon, FL

2019 BMW 5 Series 530i

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

2019 BMW 5 Series 530i

Brandon, FL

Fair PriceLimited · 19
$16,99783,106 mi

Market: $15,995 – $40,315

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Brandon, FL

2020 BMW 3 Series 330i

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

2020 BMW 3 Series 330i

Brandon, FL

Fair PriceLimited · 11
$18,39762,985 mi

Market: $15,495 – $21,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Brandon, FL

2018 BMW 2 Series 230i

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

2018 BMW 2 Series 230i

Brandon, FL

UnscoredInsufficient · 3
$18,44459,484 mi

Comparison: 3 similar vehicles

Brandon, FL

No Photo

2021 BMW X3 30i

Brandon, FL

Fair PriceModerate · 42
$18,88888,958 mi

Market: $11,637 – $27,415

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Brandon, FL

2020 BMW X1 28i

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

2020 BMW X1 28i

Brandon, FL

UnscoredInsufficient · 4
$18,99865,630 mi

Comparison: 4 similar vehicles

Brandon, FL

2019 BMW 3 Series 330i

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

2019 BMW 3 Series 330i

Brandon, FL

Unscored
$19,39774,073 mi

Comparison: 6 similar vehicles

Brandon, FL

2019 BMW X5 40i

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

2019 BMW X5 40i

Brandon, FL

Fair PriceLimited · 15
$19,89888,956 mi

Market: $18,999 – $28,961

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 149 days listed (based on current market benchmarks)

Brandon, FL

2023 BMW X3 30i

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

2023 BMW X3 30i

Brandon, FL

Unscored
$20,90088,685 mi

Comparison: 11 similar vehicles

Brandon, FL

2021 BMW I3 Base

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

2021 BMW I3 Base

Brandon, FL

UnscoredInsufficient · 0
$21,53039,450 mi

Brandon, FL

2020 BMW X3 30i

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

2020 BMW X3 30i

Brandon, FL

Fair PriceRobust · 53
$21,98860,757 mi

Market: $13,999 – $24,390

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Brandon, FL

2020 BMW X5 40i

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

2020 BMW X5 40i

Brandon, FL

Great DealModerate · 33
$22,00068,698 mi

Market: $22,797 – $33,579

Comparison: 33 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 39 days listed (based on current market benchmarks)

Brandon, FL

2020 BMW 3 Series 330i

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

2020 BMW 3 Series 330i

Brandon, FL

Unscored
$22,29749,167 mi

Comparison: 9 similar vehicles

Brandon, FL

2020 BMW X5 40i

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

2020 BMW X5 40i

Brandon, FL

Fair PriceModerate · 33
$22,79769,841 mi

Market: $22,000 – $33,579

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Brandon, FL

2022 BMW X3 30i

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

2022 BMW X3 30i

Brandon, FL

Unscored
$23,99759,151 mi

Comparison: 8 similar vehicles

Brandon, FL

2022 BMW X5 45e

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

2022 BMW X5 45e

Brandon, FL

Unscored
$24,40282,216 mi

Comparison: 6 similar vehicles

Brandon, FL

2025 BMW 2 Series 228

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

2025 BMW 2 Series 228

Brandon, FL

UnscoredInsufficient · 0
$25,24340,279 mi

Brandon, FL

2020 BMW 3 Series 330i

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

2020 BMW 3 Series 330i

Brandon, FL

UnscoredInsufficient · 0
$25,29726,870 mi

Brandon, FL

2019 BMW 4 Series 430i

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

2019 BMW 4 Series 430i

Brandon, FL

Unscored
$25,39744,062 mi

Comparison: 8 similar vehicles

Brandon, FL

2023 BMW X3 30i

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

2023 BMW X3 30i

Brandon, FL

Unscored
$26,19728,876 mi

Comparison: 27 similar vehicles

Brandon, FL

2022 BMW X5 40i

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

2022 BMW X5 40i

Brandon, FL

Fair PriceLimited · 19
$26,29861,490 mi

Market: $22,995 – $35,018

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Brandon, FL

2022 BMW X5 45e

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

2022 BMW X5 45e

Brandon, FL

Unscored
$26,70066,866 mi

Comparison: 6 similar vehicles

Brandon, FL

2021 BMW X5 40i

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

2021 BMW X5 40i

Brandon, FL

UnscoredInsufficient · 0
$28,59737,069 mi

Brandon, FL

2022 BMW X3 30i

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

2022 BMW X3 30i

Brandon, FL

Unscored
$29,27426,125 mi

Comparison: 5 similar vehicles

Brandon, FL

2023 BMW X5 40i

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

2023 BMW X5 40i

Brandon, FL

Fair PriceLimited · 13
$30,34473,217 mi

Market: $27,662 – $40,744

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Brandon, FL

2022 BMW 4 Series 430i

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

2022 BMW 4 Series 430i

Brandon, FL

UnscoredInsufficient · 3
$31,98854,289 mi

Comparison: 3 similar vehicles

Brandon, FL

2024 BMW X3 30i

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

2024 BMW X3 30i

Brandon, FL

Fair PriceModerate · 23
$33,29910,276 mi

Market: $32,894 – $44,190

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Brandon, FL

2023 BMW 4 Series 430i

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

2023 BMW 4 Series 430i

Brandon, FL

UnscoredInsufficient · 4
$33,99531,748 mi

Comparison: 4 similar vehicles

Brandon, FL

2026 BMW X2 28i

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

2026 BMW X2 28i

Brandon, FL

Unscored
$33,99713,828 mi

Comparison: 16 similar vehicles

Brandon, FL

2026 BMW 3 Series 330i

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

2026 BMW 3 Series 330i

Brandon, FL

Unscored
$34,40220,456 mi

Comparison: 6 similar vehicles

Brandon, FL

2022 BMW 7 Series 740i

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

2022 BMW 7 Series 740i

Brandon, FL

Unscored
$34,59743,914 mi

Comparison: 6 similar vehicles

Brandon, FL

2023 BMW 4 Series 430i

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

2023 BMW 4 Series 430i

Brandon, FL

UnscoredInsufficient · 4
$35,99737,888 mi

Comparison: 4 similar vehicles

Brandon, FL

2026 BMW X3 30

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

2026 BMW X3 30

Brandon, FL

Fair PriceLimited · 14
$37,59722,902 mi

Market: $37,993 – $47,681

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 58 days listed (based on current market benchmarks)

Brandon, FL

2022 BMW X5 40i

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

2022 BMW X5 40i

Brandon, FL

OverpricedLimited · 11
$39,19626,326 mi

Market: $36,288 – $37,698

Comparison: 11 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Brandon, FL

2026 BMW X1 28i

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

2026 BMW X1 28i

Brandon, FL

Fair PriceRobust · 108
$39,4973,056 mi

Market: $39,995 – $54,389

Comparison: 108 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 10 days listed (based on current market benchmarks)

Brandon, FL

2020 BMW M4 Coupe Base

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

2020 BMW M4 Coupe Base

Brandon, FL

UnscoredInsufficient · 0
$39,49755,466 mi

Brandon, FL

2026 BMW X3 30

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

2026 BMW X3 30

Brandon, FL

Fair PriceRobust · 65
$39,69816,970 mi

Market: $40,695 – $52,868

Comparison: 65 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 59 days listed (based on current market benchmarks)

Brandon, FL

2021 BMW X7 M50i

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

2021 BMW X7 M50i

Brandon, FL

UnscoredInsufficient · 3
$40,49751,744 mi

Comparison: 3 similar vehicles

Brandon, FL

2024 BMW X5 40i

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

2024 BMW X5 40i

Brandon, FL

Great DealModerate · 43
$41,79825,155 mi

Market: $45,802 – $59,990

Comparison: 43 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 466 days listed (based on current market benchmarks)

Brandon, FL

2019 BMW 8 Series M850i

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

2019 BMW 8 Series M850i

Brandon, FL

UnscoredInsufficient · 0
$43,99849,139 mi

Brandon, FL

2026 BMW X5 40i

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

2026 BMW X5 40i

Brandon, FL

Great DealLimited · 11
$46,49825,024 mi

Market: $49,825 – $64,734

Comparison: 11 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 58 days listed (based on current market benchmarks)

Brandon, FL

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.
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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