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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

722 listings found

2013 Cadillac XTS Luxury Collection

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

2013 Cadillac XTS Luxury Collection

Brandon, FL

Unscored
$4,988167,900 mi

Comparison: 6 similar vehicles

Brandon, FL

2015 Cadillac ATS Standard

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

2015 Cadillac ATS Standard

Brandon, FL

Salvage title
$7,77779,500 mi

Brandon, FL

2002 Cadillac Professional Chassis

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

2002 Cadillac Professional Chassis

Brandon, FL

UnscoredInsufficient · 0
$10,99033,139 mi

Brandon, FL

2018 Cadillac XTS Luxury

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

2018 Cadillac XTS Luxury

Brandon, FL

Unscored
$11,192169,482 mi

Comparison: 13 similar vehicles

Brandon, FL

2016 Cadillac XTS Premium Collection

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

2016 Cadillac XTS Premium Collection

Brandon, FL

UnscoredInsufficient · 0
$16,39166,164 mi

Brandon, FL

2019 Cadillac XT5 Luxury

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

2019 Cadillac XT5 Luxury

Brandon, FL

Fair PriceLimited · 10
$17,17495,259 mi

Market: $14,999 – $22,274

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Brandon, FL

2017 Cadillac XT5 Platinum

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

2017 Cadillac XT5 Platinum

Brandon, FL

UnscoredInsufficient · 4
$17,59782,140 mi

Comparison: 4 similar vehicles

Brandon, FL

2021 Cadillac XT5 Premium Luxury

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

2021 Cadillac XT5 Premium Luxury

Brandon, FL

Unscored
$20,00072,298 mi

Comparison: 8 similar vehicles

Brandon, FL

2019 Cadillac XT4 Sport

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

2019 Cadillac XT4 Sport

Brandon, FL

UnscoredInsufficient · 4
$20,12466,812 mi

Comparison: 4 similar vehicles

Brandon, FL

2017 Cadillac XT5 Premium Luxury

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

2017 Cadillac XT5 Premium Luxury

Brandon, FL

UnscoredInsufficient · 0
$20,49453,438 mi

Brandon, FL

2019 Cadillac Escalade ESV Premium Luxury

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

2019 Cadillac Escalade ESV Premium Luxury

Brandon, FL

Unscored
$21,042140,295 mi

Comparison: 10 similar vehicles

Brandon, FL

2020 Cadillac XT5 Premium Luxury

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

2020 Cadillac XT5 Premium Luxury

Brandon, FL

OverpricedLimited · 13
$21,89262,410 mi

Market: $18,995 – $21,297

Comparison: 13 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Brandon, FL

2023 Cadillac CT5 Luxury

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

2023 Cadillac CT5 Luxury

Brandon, FL

Unscored
$22,03590,154 mi

Comparison: 24 similar vehicles

Brandon, FL

2020 Cadillac XT6 Premium Luxury

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

2020 Cadillac XT6 Premium Luxury

Brandon, FL

Fair PriceLimited · 16
$22,62088,747 mi

Market: $19,194 – $26,168

Comparison: 16 similar vehicles

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

Brandon, FL

2021 Cadillac XT5 Premium Luxury

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

2021 Cadillac XT5 Premium Luxury

Brandon, FL

Fair PriceLimited · 10
$22,98870,261 mi

Market: $16,495 – $38,061

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 627 days listed (based on current market benchmarks)

Brandon, FL

2021 Cadillac XT5 Premium Luxury

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

2021 Cadillac XT5 Premium Luxury

Brandon, FL

UnscoredInsufficient · 4
$23,44753,056 mi

Comparison: 4 similar vehicles

Brandon, FL

2021 Cadillac XT6 Premium Luxury

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

2021 Cadillac XT6 Premium Luxury

Brandon, FL

OverpricedLimited · 18
$23,74775,487 mi

Market: $17,485 – $22,887

Comparison: 18 similar vehicles

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

Brandon, FL

No Photo

2019 Cadillac XTS Luxury

Brandon, FL

UnscoredInsufficient · 3
$23,98857,294 mi

Comparison: 3 similar vehicles

Brandon, FL

2020 Cadillac CT4 Luxury

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

2020 Cadillac CT4 Luxury

Brandon, FL

UnscoredInsufficient · 0
$23,99052,300 mi

Brandon, FL

2023 Cadillac XT4 Luxury

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

2023 Cadillac XT4 Luxury

Brandon, FL

Fair PriceLimited · 10
$25,07432,055 mi

Market: $25,758 – $28,267

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 19 days listed (based on current market benchmarks)

Brandon, FL

2021 Cadillac CT4 Premium Luxury

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

2021 Cadillac CT4 Premium Luxury

Brandon, FL

UnscoredInsufficient · 0
$25,29259,660 mi

Brandon, FL

2023 Cadillac XT5 Luxury

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

2023 Cadillac XT5 Luxury

Brandon, FL

UnscoredInsufficient · 4
$25,29742,806 mi

Comparison: 4 similar vehicles

Brandon, FL

2020 Cadillac XT5 Premium Luxury

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

2020 Cadillac XT5 Premium Luxury

Brandon, FL

Unscored
$26,19636,487 mi

Comparison: 6 similar vehicles

Brandon, FL

2020 Cadillac CT5 Premium Luxury

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

2020 Cadillac CT5 Premium Luxury

Brandon, FL

Unscored
$26,66544,427 mi

Comparison: 7 similar vehicles

Brandon, FL

2020 Cadillac XT5 Sport

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

2020 Cadillac XT5 Sport

Brandon, FL

UnscoredInsufficient · 0
$26,79733,398 mi

Brandon, FL

2023 Cadillac CT5 Luxury

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

2023 Cadillac CT5 Luxury

Brandon, FL

Fair PriceModerate · 29
$27,29747,750 mi

Market: $26,971 – $30,742

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Brandon, FL

2023 Cadillac XT4 Luxury

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

2023 Cadillac XT4 Luxury

Brandon, FL

UnscoredInsufficient · 4
$28,08022,076 mi

Comparison: 4 similar vehicles

Brandon, FL

2023 Cadillac XT4 Luxury

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

2023 Cadillac XT4 Luxury

Brandon, FL

Unscored
$28,26737,268 mi

Comparison: 8 similar vehicles

Brandon, FL

2023 Cadillac XT4 Premium Luxury

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

2023 Cadillac XT4 Premium Luxury

Brandon, FL

Unscored
$28,29722,783 mi

Comparison: 6 similar vehicles

Brandon, FL

2020 Cadillac Escalade Premium Luxury

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

2020 Cadillac Escalade Premium Luxury

Brandon, FL

Fair PriceLimited · 11
$28,29883,342 mi

Market: $28,998 – $36,485

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 60 days listed (based on current market benchmarks)

Brandon, FL

2024 Cadillac CT4 Luxury

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

2024 Cadillac CT4 Luxury

Brandon, FL

Unscored
$28,99723,002 mi

Comparison: 6 similar vehicles

Brandon, FL

2023 Cadillac XT4 Premium Luxury

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

2023 Cadillac XT4 Premium Luxury

Brandon, FL

Unscored
$29,70227,955 mi

Comparison: 6 similar vehicles

Brandon, FL

2023 Cadillac XT5 Premium Luxury

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

2023 Cadillac XT5 Premium Luxury

Brandon, FL

Unscored
$29,84239,646 mi

Comparison: 5 similar vehicles

Brandon, FL

2020 Cadillac Escalade Luxury

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

2020 Cadillac Escalade Luxury

Brandon, FL

Unscored
$29,95293,789 mi

Comparison: 8 similar vehicles

Brandon, FL

2023 Cadillac CT5 Premium Luxury

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

2023 Cadillac CT5 Premium Luxury

Brandon, FL

UnscoredInsufficient · 0
$30,28162,931 mi

Brandon, FL

2023 Cadillac CT5 Premium Luxury

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

2023 Cadillac CT5 Premium Luxury

Brandon, FL

Unscored
$30,88249,311 mi

Comparison: 11 similar vehicles

Brandon, FL

2019 Cadillac Escalade Platinum

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

2019 Cadillac Escalade Platinum

Brandon, FL

UnscoredInsufficient · 3
$31,09874,042 mi

Comparison: 3 similar vehicles

Brandon, FL

2023 Cadillac CT5 Luxury

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

2023 Cadillac CT5 Luxury

Brandon, FL

UnscoredInsufficient · 4
$31,29715,365 mi

Comparison: 4 similar vehicles

Brandon, FL

2024 Cadillac XT4 Premium Luxury

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

2024 Cadillac XT4 Premium Luxury

Brandon, FL

Fair PriceLimited · 14
$31,94331,467 mi

Market: $28,684 – $34,774

Comparison: 14 similar vehicles

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

Brandon, FL

2024 Cadillac CT4 Luxury

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

2024 Cadillac CT4 Luxury

Brandon, FL

UnscoredInsufficient · 4
$32,25113,881 mi

Comparison: 4 similar vehicles

Brandon, FL

2024 Cadillac CT4 Premium Luxury

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

2024 Cadillac CT4 Premium Luxury

Brandon, FL

Unscored
$32,29612,009 mi

Comparison: 9 similar vehicles

Brandon, FL

2023 Cadillac XT5 Premium Luxury

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

2023 Cadillac XT5 Premium Luxury

Brandon, FL

Unscored
$32,55731,259 mi

Comparison: 7 similar vehicles

Brandon, FL

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

Brandon, FL

Unscored
$32,79324,279 mi

Comparison: 5 similar vehicles

Brandon, FL

2024 Cadillac CT5 Luxury

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

2024 Cadillac CT5 Luxury

Brandon, FL

Great DealLimited · 17
$32,79814,850 mi

Market: $34,919 – $40,868

Comparison: 17 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 33 days listed (based on current market benchmarks)

Brandon, FL

2024 Cadillac XT6 Luxury

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

2024 Cadillac XT6 Luxury

Brandon, FL

UnscoredInsufficient · 3
$33,29229,912 mi

Comparison: 3 similar vehicles

Brandon, FL

2025 Cadillac CT4 Luxury

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

2025 Cadillac CT4 Luxury

Brandon, FL

UnscoredInsufficient · 0
$33,40510,088 mi

Brandon, FL

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

Brandon, FL

UnscoredInsufficient · 3
$33,96939,338 mi

Comparison: 3 similar vehicles

Brandon, FL

2024 Cadillac XT4 Premium Luxury

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

2024 Cadillac XT4 Premium Luxury

Brandon, FL

Unscored
$34,29218,298 mi

Comparison: 7 similar vehicles

Brandon, FL

2023 Cadillac CT5 Premium Luxury

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

2023 Cadillac CT5 Premium Luxury

Brandon, FL

UnscoredInsufficient · 4
$34,29529,776 mi

Comparison: 4 similar vehicles

Brandon, FL

2026 Cadillac CT4 Premium Luxury

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

2026 Cadillac CT4 Premium Luxury

Brandon, FL

Unscored
$34,29614,885 mi

Comparison: 6 similar vehicles

Brandon, FL

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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