Skip to main content
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 27, 2026

6.1M+

Unique vehicles analyzed

as of October 27, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

235 listings found

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Columbia, SC

Great DealLimited · 10
$5,22593,436 mi

Market: $7,700 – $9,995

Comparison: 10 similar vehicles

Competitively priced ~32% below the typical range compared to similar vehicles · 9 days listed (based on current market benchmarks)

Columbia, SC

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Columbia, SC

UnscoredLimited · 5
$6,45089,887 mi

Comparison: 5 similar vehicles

Columbia, SC

2001 BMW Z3 2.5

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

2001 BMW Z3 2.5

Columbia, SC

UnscoredInsufficient · 0
$6,990149,976 mi

Columbia, SC

2015 BMW X5 xDrive35i

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

2015 BMW X5 xDrive35i

Columbia, SC

UnscoredModerate · 38
$7,450212,086 mi

Comparison: 38 similar vehicles

Columbia, SC

2017 BMW X3 sDrive28i

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

2017 BMW X3 sDrive28i

Columbia, SC

UnscoredModerate · 23
$7,990155,584 mi

Comparison: 23 similar vehicles

Columbia, SC

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Columbia, SC

UnscoredRobust · 93
$8,200132,651 mi

Comparison: 93 similar vehicles

Columbia, SC

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Columbia, SC

UnscoredRobust · 93
$8,450230,423 mi

Comparison: 93 similar vehicles

Columbia, SC

2016 BMW 3 Series 328i

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

2016 BMW 3 Series 328i

Columbia, SC

UnscoredModerate · 32
$8,599197,360 mi

Comparison: 32 similar vehicles

Columbia, SC

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Columbia, SC

UnscoredModerate · 44
$8,900135,259 mi

Comparison: 44 similar vehicles

Columbia, SC

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Columbia, SC

UnscoredLimited · 7
$10,999133,678 mi

Comparison: 7 similar vehicles

Columbia, SC

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Columbia, SC

Fair PriceModerate · 22
$11,900107,299 mi

Market: $4,999 – $15,562

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Columbia, SC

2005 BMW 6 Series 645Ci

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

2005 BMW 6 Series 645Ci

Columbia, SC

UnscoredInsufficient · 0
$11,99583,518 mi

Columbia, SC

2015 BMW 4 Series 435i

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

2015 BMW 4 Series 435i

Columbia, SC

Fair PriceRobust · 76
$12,900107,813 mi

Market: $8,499 – $17,995

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Columbia, SC

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Columbia, SC

UnscoredLimited · 7
$12,90087,614 mi

Comparison: 7 similar vehicles

Columbia, SC

2016 BMW X5 xDrive35i

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

2016 BMW X5 xDrive35i

Columbia, SC

Fair PriceModerate · 38
$13,899102,453 mi

Market: $7,877 – $19,903

Comparison: 38 similar vehicles

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

Columbia, SC

2019 BMW X3 30i

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

2019 BMW X3 30i

Columbia, SC

Fair PriceModerate · 28
$13,900115,406 mi

Market: $13,995 – $21,985

Comparison: 28 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 104 days listed (based on current market benchmarks)

Columbia, SC

2018 BMW X3 xDrive30i

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

2018 BMW X3 xDrive30i

Columbia, SC

UnscoredInsufficient · 3
$14,75094,696 mi

Comparison: 3 similar vehicles

Columbia, SC

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

Columbia, SC

Fair PriceModerate · 42
$14,980105,750 mi

Market: $12,498 – $24,872

Comparison: 42 similar vehicles

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

Columbia, SC

2014 BMW 4 Series 435i

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

2014 BMW 4 Series 435i

Columbia, SC

UnscoredInsufficient · 3
$15,39999,249 mi

Comparison: 3 similar vehicles

Columbia, SC

2018 BMW 5 Series 540i

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

2018 BMW 5 Series 540i

Columbia, SC

UnscoredRobust · 52
$15,450177,550 mi

Comparison: 52 similar vehicles

Columbia, SC

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

Columbia, SC

UnscoredInsufficient · 4
$15,495115,295 mi

Comparison: 4 similar vehicles

Columbia, SC

2018 BMW 3 Series 330e

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

2018 BMW 3 Series 330e

Columbia, SC

UnscoredInsufficient · 0
$15,495104,384 mi

Columbia, SC

2019 BMW X3 30i

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

2019 BMW X3 30i

Columbia, SC

Fair PriceModerate · 30
$16,704103,699 mi

Market: $13,900 – $21,985

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Columbia, SC

2016 BMW 4 Series 435i

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

2016 BMW 4 Series 435i

Columbia, SC

UnscoredLimited · 7
$16,74091,622 mi

Comparison: 7 similar vehicles

Columbia, SC

2021 BMW 3 Series 330i

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

2021 BMW 3 Series 330i

Columbia, SC

UnscoredInsufficient · 3
$17,899117,000 mi

Comparison: 3 similar vehicles

Columbia, SC

2019 BMW X3 30i

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

2019 BMW X3 30i

Columbia, SC

Fair PriceModerate · 30
$17,99979,353 mi

Market: $13,900 – $21,985

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 243 days listed (based on current market benchmarks)

Columbia, SC

2015 BMW X5 xDrive35d

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

2015 BMW X5 xDrive35d

Columbia, SC

UnscoredInsufficient · 4
$18,399119,190 mi

Comparison: 4 similar vehicles

Columbia, SC

2018 BMW X3 xDrive30i

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

2018 BMW X3 xDrive30i

Columbia, SC

UnscoredInsufficient · 3
$18,45076,418 mi

Comparison: 3 similar vehicles

Columbia, SC

2021 BMW 5 Series 530i

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

2021 BMW 5 Series 530i

Columbia, SC

Fair PriceLimited · 12
$18,999110,532 mi

Market: $18,520 – $27,513

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 285 days listed (based on current market benchmarks)

Columbia, SC

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Columbia, SC

UnscoredInsufficient · 4
$19,57983,700 mi

Comparison: 4 similar vehicles

Columbia, SC

2017 BMW 3 Series 320i

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

2017 BMW 3 Series 320i

Columbia, SC

UnscoredInsufficient · 0
$19,99832,020 mi

Columbia, SC

2021 BMW 3 Series 330i

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

2021 BMW 3 Series 330i

Columbia, SC

UnscoredInsufficient · 3
$20,09975,053 mi

Comparison: 3 similar vehicles

Columbia, SC

2022 BMW X3 30i

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

2022 BMW X3 30i

Columbia, SC

UnscoredLimited · 7
$20,57992,555 mi

Comparison: 7 similar vehicles

Columbia, SC

2019 BMW X3 30i

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

2019 BMW X3 30i

Columbia, SC

Fair PriceModerate · 24
$21,89951,355 mi

Market: $17,168 – $23,990

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Columbia, SC

2019 BMW X3 30i

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

2019 BMW X3 30i

Columbia, SC

OverpricedModerate · 30
$21,98564,892 mi

Market: $13,900 – $20,980

Comparison: 30 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Columbia, SC

2020 BMW X2 28i

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

2020 BMW X2 28i

Columbia, SC

OverpricedLimited · 10
$21,99861,558 mi

Market: $13,750 – $18,797

Comparison: 10 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Columbia, SC

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

Columbia, SC

UnscoredLimited · 8
$21,99977,294 mi

Comparison: 8 similar vehicles

Columbia, SC

2020 BMW X5 40i

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

2020 BMW X5 40i

Columbia, SC

UnscoredLimited · 6
$22,07987,135 mi

Comparison: 6 similar vehicles

Columbia, SC

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

Columbia, SC

Fair PriceModerate · 36
$22,45066,569 mi

Market: $7,498 – $22,876

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 475 days listed (based on current market benchmarks)

Columbia, SC

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Columbia, SC

UnscoredLimited · 7
$22,99862,031 mi

Comparison: 7 similar vehicles

Columbia, SC

2020 BMW 2 Series 230i

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

2020 BMW 2 Series 230i

Columbia, SC

OverpricedLimited · 18
$22,99967,974 mi

Market: $13,880 – $21,990

Comparison: 18 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Columbia, SC

2021 BMW 3 Series 330e

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

2021 BMW 3 Series 330e

Columbia, SC

UnscoredInsufficient · 0
$23,99961,550 mi

Columbia, SC

2015 BMW 6 Series 650i

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

2015 BMW 6 Series 650i

Columbia, SC

UnscoredLimited · 8
$24,49591,527 mi

Comparison: 8 similar vehicles

Columbia, SC

2022 BMW 3 Series 330i

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

2022 BMW 3 Series 330i

Columbia, SC

Great DealRobust · 64
$24,90047,480 mi

Market: $26,798 – $34,568

Comparison: 64 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 34 days listed (based on current market benchmarks)

Columbia, SC

2022 BMW 3 Series 330i

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

2022 BMW 3 Series 330i

Columbia, SC

UnscoredInsufficient · 3
$24,99859,529 mi

Comparison: 3 similar vehicles

Columbia, SC

2018 BMW X5 xDrive35d

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

2018 BMW X5 xDrive35d

Columbia, SC

UnscoredLimited · 5
$25,399105,768 mi

Comparison: 5 similar vehicles

Columbia, SC

2022 BMW 2 Series 228i

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

2022 BMW 2 Series 228i

Columbia, SC

UnscoredInsufficient · 0
$25,46026,259 mi

Columbia, SC

2021 BMW 5 Series 530i

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

2021 BMW 5 Series 530i

Columbia, SC

UnscoredLimited · 9
$25,66567,719 mi

Comparison: 9 similar vehicles

Columbia, SC

2018 BMW X1 28i

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

2018 BMW X1 28i

Columbia, SC

UnscoredInsufficient · 0
$25,87835,480 mi

Columbia, SC

2022 BMW 3 Series 330i

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

2022 BMW 3 Series 330i

Columbia, SC

UnscoredInsufficient · 3
$25,99855,884 mi

Comparison: 3 similar vehicles

Columbia, SC

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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.