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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

292 listings found

2010 Cadillac STS

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

2010 Cadillac STS

West Palm Beach, FL

UnscoredInsufficient · 0
$5,99979,489 mi

West Palm Beach, FL

2017 Cadillac CTS Sedan Luxury

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

2017 Cadillac CTS Sedan Luxury

West Palm Beach, FL

Salvage title
$10,48581,101 mi

West Palm Beach, FL

2015 Cadillac ATS Luxury Collection

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

2015 Cadillac ATS Luxury Collection

West Palm Beach, FL

UnscoredInsufficient · 0
$10,99488,612 mi

West Palm Beach, FL

1998 Cadillac Eldorado TOURING COUPE

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

1998 Cadillac Eldorado TOURING COUPE

West Palm Beach, FL

UnscoredInsufficient · 0
$10,99565,253 mi

West Palm Beach, FL

2017 Cadillac XT5 Luxury

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

2017 Cadillac XT5 Luxury

West Palm Beach, FL

UnscoredLimited · 10
$11,499122,028 mi

Comparison: 10 similar vehicles

West Palm Beach, FL

2018 Cadillac XTS Luxury

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

2018 Cadillac XTS Luxury

West Palm Beach, FL

Fair PriceModerate · 25
$12,54769,824 mi

Market: $9,190 – $20,859

Comparison: 25 similar vehicles

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

West Palm Beach, FL

2019 Cadillac XTS Luxury

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

2019 Cadillac XTS Luxury

West Palm Beach, FL

Fair PriceLimited · 13
$14,399108,514 mi

Market: $7,300 – $19,205

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 days listed (based on current market benchmarks)

West Palm Beach, FL

2015 Cadillac SRX Performance Collection

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

2015 Cadillac SRX Performance Collection

West Palm Beach, FL

UnscoredInsufficient · 4
$14,98969,167 mi

Comparison: 4 similar vehicles

West Palm Beach, FL

1993 Cadillac Allante

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

1993 Cadillac Allante

West Palm Beach, FL

UnscoredInsufficient · 0
$15,99081,159 mi

West Palm Beach, FL

2015 Cadillac Escalade Premium

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

2015 Cadillac Escalade Premium

West Palm Beach, FL

UnscoredInsufficient · 3
$16,421149,000 mi

Comparison: 3 similar vehicles

West Palm Beach, FL

2017 Cadillac XT5 Base

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

2017 Cadillac XT5 Base

West Palm Beach, FL

OverpricedModerate · 23
$17,84068,201 mi

Market: $8,484 – $16,900

Comparison: 23 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

West Palm Beach, FL

2019 Cadillac Escalade ESV Luxury

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

2019 Cadillac Escalade ESV Luxury

West Palm Beach, FL

UnscoredLimited · 7
$17,896132,694 mi

Comparison: 7 similar vehicles

West Palm Beach, FL

2019 Cadillac XTS Luxury

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

2019 Cadillac XTS Luxury

West Palm Beach, FL

Fair PriceLimited · 11
$18,09785,415 mi

Market: $7,300 – $19,205

Comparison: 11 similar vehicles

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

West Palm Beach, FL

2018 Cadillac XT5 Base

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

2018 Cadillac XT5 Base

West Palm Beach, FL

UnscoredInsufficient · 0
$19,99053,872 mi

West Palm Beach, FL

2020 Cadillac XT4 Premium Luxury

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

2020 Cadillac XT4 Premium Luxury

West Palm Beach, FL

UnscoredInsufficient · 4
$19,99748,641 mi

Comparison: 4 similar vehicles

West Palm Beach, FL

2016 Cadillac Escalade ESV Premium

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

2016 Cadillac Escalade ESV Premium

West Palm Beach, FL

UnscoredInsufficient · 4
$20,999138,376 mi

Comparison: 4 similar vehicles

West Palm Beach, 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

West Palm Beach, FL

UnscoredLimited · 9
$22,99569,082 mi

Comparison: 9 similar vehicles

West Palm Beach, FL

2021 Cadillac XT4 Sport

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

2021 Cadillac XT4 Sport

West Palm Beach, FL

Fair PriceLimited · 11
$23,39865,421 mi

Market: $20,998 – $24,698

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

West Palm Beach, FL

2022 Cadillac XT4 Sport

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

2022 Cadillac XT4 Sport

West Palm Beach, FL

UnscoredInsufficient · 0
$23,91465,395 mi

West Palm Beach, FL

2022 Cadillac XT4 Sport

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

2022 Cadillac XT4 Sport

West Palm Beach, FL

UnscoredInsufficient · 0
$23,99548,651 mi

West Palm Beach, 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

West Palm Beach, FL

UnscoredLimited · 5
$24,14077,870 mi

Comparison: 5 similar vehicles

West Palm Beach, FL

2022 Cadillac CT4 Luxury

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

2022 Cadillac CT4 Luxury

West Palm Beach, FL

UnscoredInsufficient · 0
$24,39754,663 mi

West Palm Beach, FL

2021 Cadillac CT5 Luxury

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

2021 Cadillac CT5 Luxury

West Palm Beach, FL

UnscoredInsufficient · 0
$25,57667,648 mi

West Palm Beach, 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

West Palm Beach, FL

UnscoredInsufficient · 0
$25,67076,553 mi

West Palm Beach, 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

West Palm Beach, FL

OverpricedLimited · 10
$25,89962,000 mi

Market: $22,782 – $24,788

Comparison: 10 similar vehicles

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

West Palm Beach, FL

2023 Cadillac CT5 Luxury

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

2023 Cadillac CT5 Luxury

West Palm Beach, FL

UnscoredInsufficient · 3
$26,89167,616 mi

Comparison: 3 similar vehicles

West Palm Beach, 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

West Palm Beach, FL

UnscoredLimited · 11
$27,78528,001 mi

Comparison: 11 similar vehicles

West Palm Beach, 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

West Palm Beach, FL

Fair PriceLimited · 12
$28,08942,798 mi

Market: $27,101 – $33,990

Comparison: 12 similar vehicles

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

West Palm Beach, FL

2024 Cadillac XT5 Premium Luxury

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

2024 Cadillac XT5 Premium Luxury

West Palm Beach, FL

Great DealLimited · 10
$28,69541,176 mi

Market: $30,972 – $40,245

Comparison: 10 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 59 days listed (based on current market benchmarks)

West Palm Beach, 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

West Palm Beach, FL

Fair PriceLimited · 18
$29,40439,471 mi

Market: $27,996 – $34,774

Comparison: 18 similar vehicles

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

West Palm Beach, 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

West Palm Beach, FL

Fair PriceLimited · 16
$30,35131,251 mi

Market: $29,368 – $33,522

Comparison: 16 similar vehicles

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

West Palm Beach, FL

2021 Cadillac CT5 Premium Luxury

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

2021 Cadillac CT5 Premium Luxury

West Palm Beach, FL

UnscoredInsufficient · 0
$30,38928,577 mi

West Palm Beach, FL

2021 Cadillac XT6 Sport

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

2021 Cadillac XT6 Sport

West Palm Beach, FL

UnscoredInsufficient · 0
$30,47549,000 mi

West Palm Beach, 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

West Palm Beach, FL

Fair PriceModerate · 21
$30,87130,345 mi

Market: $27,996 – $34,774

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

West Palm Beach, 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

West Palm Beach, FL

Fair PriceRobust · 55
$30,88030,125 mi

Market: $23,489 – $32,022

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

West Palm Beach, FL

2019 Cadillac Escalade Premium Luxury

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

2019 Cadillac Escalade Premium Luxury

West Palm Beach, FL

UnscoredLimited · 9
$30,99777,081 mi

Comparison: 9 similar vehicles

West Palm Beach, FL

2025 Cadillac XT4 Premium Luxury

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

2025 Cadillac XT4 Premium Luxury

West Palm Beach, FL

Fair PriceLimited · 13
$31,77333,882 mi

Market: $30,292 – $35,173

Comparison: 13 similar vehicles

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

West Palm Beach, 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

West Palm Beach, FL

UnscoredInsufficient · 4
$32,29240,532 mi

Comparison: 4 similar vehicles

West Palm Beach, FL

2024 Cadillac XT6 Premium Luxury

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

2024 Cadillac XT6 Premium Luxury

West Palm Beach, FL

UnscoredLimited · 8
$32,78848,865 mi

Comparison: 8 similar vehicles

West Palm Beach, FL

2024 Cadillac CT5 Luxury

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

2024 Cadillac CT5 Luxury

West Palm Beach, FL

Fair PriceLimited · 11
$33,39424,841 mi

Market: $31,173 – $36,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

West Palm Beach, 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

West Palm Beach, FL

Fair PriceModerate · 29
$33,78815,421 mi

Market: $22,500 – $37,998

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

West Palm Beach, FL

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

West Palm Beach, FL

UnscoredLimited · 5
$33,79428,635 mi

Comparison: 5 similar vehicles

West Palm Beach, FL

2024 Cadillac LYRIQ Luxury 1

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

2024 Cadillac LYRIQ Luxury 1

West Palm Beach, FL

UnscoredInsufficient · 0
$33,87041,145 mi

West Palm Beach, FL

2024 Cadillac LYRIQ Luxury 1

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

2024 Cadillac LYRIQ Luxury 1

West Palm Beach, FL

UnscoredInsufficient · 0
$37,41035,788 mi

West Palm Beach, FL

2022 Cadillac CT4 V-Series

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

2022 Cadillac CT4 V-Series

West Palm Beach, FL

UnscoredInsufficient · 0
$38,79228,336 mi

West Palm Beach, FL

2023 Cadillac XT6 Sport

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

2023 Cadillac XT6 Sport

West Palm Beach, FL

UnscoredInsufficient · 0
$39,49529,881 mi

West Palm Beach, FL

2020 Cadillac Escalade Luxury

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

2020 Cadillac Escalade Luxury

West Palm Beach, FL

UnscoredInsufficient · 0
$41,59838,840 mi

West Palm Beach, FL

2024 Cadillac LYRIQ Luxury 3

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

2024 Cadillac LYRIQ Luxury 3

West Palm Beach, FL

UnscoredLimited · 10
$41,71113,953 mi

Comparison: 10 similar vehicles

West Palm Beach, FL

2025 Cadillac CT5 Premium Luxury

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

2025 Cadillac CT5 Premium Luxury

West Palm Beach, FL

Fair PriceLimited · 16
$41,94818,155 mi

Market: $40,499 – $52,245

Comparison: 16 similar vehicles

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

West Palm Beach, FL

2025 Cadillac XT5 Premium Luxury

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

2025 Cadillac XT5 Premium Luxury

West Palm Beach, FL

UnscoredInsufficient · 4
$42,35214,385 mi

Comparison: 4 similar vehicles

West Palm Beach, 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. 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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