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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

43 listings found

2005 Cadillac DeVille DTS

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

2005 Cadillac DeVille DTS

Waterford Township, MI

UnscoredInsufficient · 0
$4,800157,815 mi

Waterford Township, MI

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Waterford Township, MI

UnscoredInsufficient · 3
$4,900153,864 mi

Comparison: 3 similar vehicles

Waterford Township, MI

2007 Cadillac CTS 2.8

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

2007 Cadillac CTS 2.8

Waterford Township, MI

UnscoredInsufficient · 0
$4,900122,559 mi

Waterford Township, MI

2014 Cadillac XTS Luxury Collection

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

2014 Cadillac XTS Luxury Collection

Waterford Township, MI

Fair PriceLimited · 13
$8,79988,340 mi

Market: $7,995 – $12,797

Comparison: 13 similar vehicles

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

Waterford Township, MI

2014 Cadillac CTS Sedan Premium Collection

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

2014 Cadillac CTS Sedan Premium Collection

Waterford Township, MI

UnscoredInsufficient · 0
$10,895120,228 mi

Waterford Township, MI

2018 Cadillac ATS Coupe Luxury

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

2018 Cadillac ATS Coupe Luxury

Waterford Township, MI

UnscoredInsufficient · 0
$11,845103,448 mi

Waterford Township, MI

2018 Cadillac XT5 Luxury

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

2018 Cadillac XT5 Luxury

Waterford Township, MI

Fair PriceModerate · 37
$13,99586,621 mi

Market: $7,495 – $20,995

Comparison: 37 similar vehicles

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

Waterford Township, MI

2017 Cadillac XT5 Luxury

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

2017 Cadillac XT5 Luxury

Waterford Township, MI

Salvage title
$14,29085,122 mi

Waterford Township, MI

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

Waterford Township, MI

UnscoredLimited · 5
$16,99569,991 mi

Comparison: 5 similar vehicles

Waterford Township, MI

2021 Cadillac XT4 Luxury

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

2021 Cadillac XT4 Luxury

Waterford Township, MI

UnscoredInsufficient · 4
$17,99580,790 mi

Comparison: 4 similar vehicles

Waterford Township, MI

2019 Cadillac XTS Luxury

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

2019 Cadillac XTS Luxury

Waterford Township, MI

UnscoredLimited · 9
$18,49580,003 mi

Comparison: 9 similar vehicles

Waterford Township, MI

2015 Cadillac Escalade Luxury

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

2015 Cadillac Escalade Luxury

Waterford Township, MI

Fair PriceLimited · 15
$20,088105,527 mi

Market: $15,995 – $25,275

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Waterford Township, MI

2018 Cadillac ATS Sedan Luxury

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

2018 Cadillac ATS Sedan Luxury

Waterford Township, MI

UnscoredInsufficient · 0
$20,31236,704 mi

Waterford Township, MI

2020 Cadillac XT4 Luxury

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

2020 Cadillac XT4 Luxury

Waterford Township, MI

UnscoredInsufficient · 3
$20,31561,252 mi

Comparison: 3 similar vehicles

Waterford Township, MI

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

Waterford Township, MI

Fair PriceLimited · 17
$20,590100,240 mi

Market: $14,500 – $25,214

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

Waterford Township, MI

2020 Cadillac CT4 Luxury

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

2020 Cadillac CT4 Luxury

Waterford Township, MI

UnscoredLimited · 8
$21,99565,786 mi

Comparison: 8 similar vehicles

Waterford Township, MI

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

Waterford Township, MI

UnscoredLimited · 8
$22,99541,940 mi

Comparison: 8 similar vehicles

Waterford Township, MI

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

Waterford Township, MI

UnscoredLimited · 9
$23,99533,364 mi

Comparison: 9 similar vehicles

Waterford Township, MI

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

Waterford Township, MI

Fair PriceLimited · 17
$24,99939,298 mi

Market: $25,509 – $27,391

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 2 days listed (based on current market benchmarks)

Waterford Township, MI

2025 Cadillac XT4 Sport

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

2025 Cadillac XT4 Sport

Waterford Township, MI

UnscoredLimited · 6
$28,99527,967 mi

Comparison: 6 similar vehicles

Waterford Township, MI

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

Waterford Township, MI

OverpricedLimited · 18
$29,94847,821 mi

Market: $29,168 – $29,881

Comparison: 18 similar vehicles

Waterford Township, MI

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

Waterford Township, MI

UnscoredLimited · 7
$31,94939,947 mi

Comparison: 7 similar vehicles

Waterford Township, MI

2023 Cadillac XT6 Premium Luxury

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

2023 Cadillac XT6 Premium Luxury

Waterford Township, MI

UnscoredLimited · 16
$32,49557,893 mi

Comparison: 16 similar vehicles

Waterford Township, MI

2023 Cadillac XT6 Luxury

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

2023 Cadillac XT6 Luxury

Waterford Township, MI

UnscoredInsufficient · 0
$33,59025,885 mi

Waterford Township, MI

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

Waterford Township, MI

Fair PriceLimited · 14
$33,59414,937 mi

Market: $31,995 – $34,389

Comparison: 14 similar vehicles

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

Waterford Township, MI

2023 Cadillac XT6 Premium Luxury

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

2023 Cadillac XT6 Premium Luxury

Waterford Township, MI

Fair PriceLimited · 11
$34,57945,242 mi

Market: $32,939 – $34,809

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Waterford Township, MI

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

Waterford Township, MI

Great DealLimited · 10
$35,99515,444 mi

Market: $37,500 – $41,311

Comparison: 10 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 110 days listed (based on current market benchmarks)

Waterford Township, MI

2023 Cadillac CT5 Sport

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

2023 Cadillac CT5 Sport

Waterford Township, MI

UnscoredInsufficient · 4
$35,99935,259 mi

Comparison: 4 similar vehicles

Waterford Township, MI

2024 Cadillac XT6 Luxury

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

2024 Cadillac XT6 Luxury

Waterford Township, MI

Fair PriceLimited · 18
$36,39022,676 mi

Market: $34,500 – $37,989

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 162 days listed (based on current market benchmarks)

Waterford Township, MI

2024 Cadillac XT5 Sport

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

2024 Cadillac XT5 Sport

Waterford Township, MI

Fair PriceLimited · 16
$37,49520,928 mi

Market: $29,995 – $38,456

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Waterford Township, MI

2025 Cadillac XT6 Luxury

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

2025 Cadillac XT6 Luxury

Waterford Township, MI

UnscoredLimited · 10
$37,99523,325 mi

Comparison: 10 similar vehicles

Waterford Township, MI

2024 Cadillac LYRIQ Sport 2

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

2024 Cadillac LYRIQ Sport 2

Waterford Township, MI

Great DealLimited · 15
$38,99017,853 mi

Market: $42,827 – $43,141

Comparison: 15 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 54 days listed (based on current market benchmarks)

Waterford Township, MI

2024 Cadillac LYRIQ Sport 1

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

2024 Cadillac LYRIQ Sport 1

Waterford Township, MI

Fair PriceModerate · 39
$39,50619,810 mi

Market: $39,990 – $41,303

Comparison: 39 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 66 days listed (based on current market benchmarks)

Waterford Township, MI

2024 Cadillac LYRIQ Sport 1

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

2024 Cadillac LYRIQ Sport 1

Waterford Township, MI

Fair PriceModerate · 39
$39,99012,418 mi

Market: $39,506 – $41,303

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Waterford Township, MI

2024 Cadillac XT6 Sport

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

2024 Cadillac XT6 Sport

Waterford Township, MI

Fair PriceLimited · 10
$42,39029,672 mi

Market: $37,514 – $44,059

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 241 days listed (based on current market benchmarks)

Waterford Township, MI

2022 Cadillac Escalade Sport

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

2022 Cadillac Escalade Sport

Waterford Township, MI

UnscoredLimited · 9
$50,79393,891 mi

Comparison: 9 similar vehicles

Waterford Township, MI

2023 Cadillac Escalade Premium Luxury

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

2023 Cadillac Escalade Premium Luxury

Waterford Township, MI

UnscoredInsufficient · 4
$55,99576,808 mi

Comparison: 4 similar vehicles

Waterford Township, MI

2021 Cadillac Escalade Premium Luxury Platinum

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

2021 Cadillac Escalade Premium Luxury Platinum

Waterford Township, MI

UnscoredInsufficient · 0
$58,49557,358 mi

Waterford Township, MI

2026 Cadillac VISTIQ Sport

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

2026 Cadillac VISTIQ Sport

Waterford Township, MI

Fair PriceModerate · 36
$60,99015,507 mi

Market: $58,990 – $65,609

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Waterford Township, MI

2024 Cadillac Escalade Sport

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

2024 Cadillac Escalade Sport

Waterford Township, MI

UnscoredLimited · 6
$70,39154,339 mi

Comparison: 6 similar vehicles

Waterford Township, MI

2024 Cadillac Escalade Sport

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

2024 Cadillac Escalade Sport

Waterford Township, MI

UnscoredInsufficient · 0
$78,99516,646 mi

Waterford Township, MI

2025 Cadillac Escalade IQ Luxury 2

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

2025 Cadillac Escalade IQ Luxury 2

Waterford Township, MI

Great DealLimited · 13
$98,99515,245 mi

Market: $101,603 – $104,990

Comparison: 13 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 110 days listed (based on current market benchmarks)

Waterford Township, MI

2026 Cadillac Escalade Sport

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

2026 Cadillac Escalade Sport

Waterford Township, MI

UnscoredLimited · 8
$100,9998,402 mi

Comparison: 8 similar vehicles

Waterford Township, 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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