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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

46 listings found

2023 Ford Mustang Mach-E Premium RWD

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

2023 Ford Mustang Mach-E Premium RWD

Lockhart, TX

UnscoredLimited · 7
$24,50068,715 mi

Comparison: 7 similar vehicles

Lockhart, TX

2022 Ford Mustang Mach-E Select RWD

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

2022 Ford Mustang Mach-E Select RWD

Bastrop, TX

UnscoredInsufficient · 0
$24,60646,134 mi

Bastrop, TX

2023 Ford Mustang Mach-E Premium RWD

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

2023 Ford Mustang Mach-E Premium RWD

Bastrop, TX

UnscoredInsufficient · 4
$24,91243,626 mi

Comparison: 4 similar vehicles

Bastrop, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Bastrop, TX

UnscoredLimited · 8
$24,99023,851 mi

Comparison: 8 similar vehicles

Bastrop, TX

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Bastrop, TX

UnscoredLimited · 8
$25,49820,185 mi

Comparison: 8 similar vehicles

Bastrop, TX

2023 Ford Mustang Mach-E Premium RWD

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

2023 Ford Mustang Mach-E Premium RWD

Bastrop, TX

Fair PriceLimited · 15
$26,28730,113 mi

Market: $25,808 – $27,207

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Bastrop, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Luling, TX

UnscoredLimited · 6
$29,220Mileage not verified

Comparison: 6 similar vehicles

Luling, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Cuero, TX

UnscoredLimited · 5
$30,770Mileage not verified

Comparison: 5 similar vehicles

Cuero, TX

2026 Ford Mustang Mach-E Select RWD

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

2026 Ford Mustang Mach-E Select RWD

Sealy, TX

Great DealModerate · 46
$30,901Mileage not verified

Market: $33,622 – $50,335

Comparison: 46 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 73 days listed (based on current market benchmarks)

Sealy, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Cuero, TX

UnscoredLimited · 5
$30,912Mileage not verified

Comparison: 5 similar vehicles

Cuero, TX

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Cuero, TX

UnscoredLimited · 5
$30,981Mileage not verified

Comparison: 5 similar vehicles

Cuero, TX

2023 Hyundai IONIQ 6 SE

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

2023 Hyundai IONIQ 6 SE

Brenham, TX

UnscoredInsufficient · 0
$31,825Mileage not verified

Brenham, TX

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Bastrop, TX

UnscoredLimited · 6
$31,98142,801 mi

Comparison: 6 similar vehicles

Bastrop, TX

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Bastrop, TX

Fair PriceLimited · 13
$32,20620,311 mi

Market: $32,206 – $35,206

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Bastrop, TX

2023 Tesla Model 3 Base

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

2023 Tesla Model 3 Base

Bastrop, TX

UnscoredInsufficient · 3
$32,98810,170 mi

Comparison: 3 similar vehicles

Bastrop, TX

2025 Ford Mustang Mach-E Premium AWD

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

2025 Ford Mustang Mach-E Premium AWD

Sealy, TX

UnscoredInsufficient · 0
$35,46816,420 mi

Sealy, TX

2025 Cadillac OPTIQ Sport 1

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

2025 Cadillac OPTIQ Sport 1

Bastrop, TX

UnscoredInsufficient · 0
$36,95323,704 mi

Bastrop, TX

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Bastrop, TX

Fair PriceLimited · 11
$37,1201,500 mi

Market: $37,995 – $40,125

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 28 days listed (based on current market benchmarks)

Bastrop, TX

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

Bastrop, TX

Fair PriceLimited · 18
$37,98828,169 mi

Market: $30,720 – $40,789

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Bastrop, TX

2025 Tesla Model 3 Long Range

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

2025 Tesla Model 3 Long Range

Sealy, TX

UnscoredLimited · 6
$38,75420,029 mi

Comparison: 6 similar vehicles

Sealy, TX

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

Bastrop, TX

Fair PriceLimited · 15
$38,98818,757 mi

Market: $34,990 – $44,944

Comparison: 15 similar vehicles

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

Bastrop, TX

2025 Cadillac OPTIQ Sport 2

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

2025 Cadillac OPTIQ Sport 2

Bastrop, TX

UnscoredInsufficient · 0
$39,48213,149 mi

Bastrop, TX

2025 Cadillac OPTIQ Sport 1

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

2025 Cadillac OPTIQ Sport 1

Bastrop, TX

UnscoredInsufficient · 0
$39,92412,567 mi

Bastrop, TX

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Brenham, TX

Fair PriceModerate · 34
$40,184Mileage not verified

Market: $33,900 – $43,635

Comparison: 34 similar vehicles

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

Brenham, TX

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

Bastrop, TX

UnscoredInsufficient · 4
$42,48812,482 mi

Comparison: 4 similar vehicles

Bastrop, TX

2027 Hyundai IONIQ 5 SEL

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

2027 Hyundai IONIQ 5 SEL

Brenham, TX

Fair PriceLimited · 14
$42,950Mileage not verified

Market: $43,345 – $47,045

Comparison: 14 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 54 days listed (based on current market benchmarks)

Brenham, TX

2025 Cadillac LYRIQ Luxury 1

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

2025 Cadillac LYRIQ Luxury 1

Bastrop, TX

UnscoredInsufficient · 3
$45,9885,955 mi

Comparison: 3 similar vehicles

Bastrop, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Brenham, TX

Fair PriceModerate · 37
$46,515Mileage not verified

Market: $43,000 – $58,008

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Brenham, TX

2026 Chevrolet Equinox EV 2LT

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

2026 Chevrolet Equinox EV 2LT

Bastrop, TX

Fair PriceLimited · 16
$47,819Mileage not verified

Market: $35,991 – $48,819

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 355 days listed (based on current market benchmarks)

Bastrop, TX

2026 Chevrolet Equinox EV 2LT

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

2026 Chevrolet Equinox EV 2LT

Bastrop, TX

Fair PriceLimited · 16
$47,819Mileage not verified

Market: $35,991 – $48,819

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 354 days listed (based on current market benchmarks)

Bastrop, TX

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

Brenham, TX

UnscoredLimited · 5
$48,031107 mi

Comparison: 5 similar vehicles

Brenham, TX

2027 Toyota bZ Limited

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

2027 Toyota bZ Limited

Bastrop, TX

UnscoredLimited · 5
$48,544Mileage not verified

Comparison: 5 similar vehicles

Bastrop, TX

2025 Cadillac LYRIQ Luxury 3

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

2025 Cadillac LYRIQ Luxury 3

Bastrop, TX

UnscoredInsufficient · 0
$48,98814,300 mi

Bastrop, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bastrop, TX

Fair PriceModerate · 42
$49,073Mileage not verified

Market: $46,030 – $53,130

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Bastrop, TX

2026 Ford Mustang Mach-E Premium RWD

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

2026 Ford Mustang Mach-E Premium RWD

Schulenburg, TX

Fair PriceLimited · 13
$49,130Mileage not verified

Market: $42,188 – $53,800

Comparison: 13 similar vehicles

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

Schulenburg, TX

2026 Ford Mustang Mach-E Premium AWD

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

2026 Ford Mustang Mach-E Premium AWD

Schulenburg, TX

UnscoredInsufficient · 0
$49,160Mileage not verified

Schulenburg, TX

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Bastrop, TX

UnscoredLimited · 8
$50,370Mileage not verified

Comparison: 8 similar vehicles

Bastrop, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bastrop, TX

Fair PriceModerate · 42
$51,173Mileage not verified

Market: $46,030 – $53,130

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Bastrop, TX

2026 Toyota bZ Woodland

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

2026 Toyota bZ Woodland

Bastrop, TX

Fair PriceModerate · 42
$51,568Mileage not verified

Market: $46,030 – $53,130

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Bastrop, TX

2026 Cadillac LYRIQ Luxury

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

2026 Cadillac LYRIQ Luxury

Bastrop, TX

UnscoredLimited · 9
$56,4888,556 mi

Comparison: 9 similar vehicles

Bastrop, TX

2024 Chevrolet Silverado EV RST

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

2024 Chevrolet Silverado EV RST

Bastrop, TX

UnscoredInsufficient · 0
$56,90065,023 mi

Bastrop, TX

2023 Tesla Model X Long Range

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

2023 Tesla Model X Long Range

Bastrop, TX

UnscoredInsufficient · 0
$58,48841,219 mi

Bastrop, TX

2024 Rivian R1S Adventure

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

2024 Rivian R1S Adventure

Bastrop, TX

UnscoredLimited · 5
$67,49825,805 mi

Comparison: 5 similar vehicles

Bastrop, TX

2026 GMC HUMMER EV 3X

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

2026 GMC HUMMER EV 3X

Bastrop, TX

UnscoredLimited · 5
$90,2025,609 mi

Comparison: 5 similar vehicles

Bastrop, TX

2025 GMC HUMMER EV 3X

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

2025 GMC HUMMER EV 3X

Weimar, TX

Fair PriceModerate · 24
$105,4711,492 mi

Market: $89,995 – $115,341

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 239 days listed (based on current market benchmarks)

Weimar, TX

2025 GMC HUMMER EV 3X

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

2025 GMC HUMMER EV 3X

Weimar, TX

Fair PriceModerate · 24
$105,9172,478 mi

Market: $89,995 – $115,341

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 172 days listed (based on current market benchmarks)

Weimar, TX

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 manage their profile, 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, exports, and enhanced merchandising.
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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