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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 6, 2026

5.9M+

Unique vehicles analyzed

as of October 5, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

84 listings found

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Sioux Falls, SD

Fair PriceRobust · 50
$31,041Mileage not verified

Market: $27,340 – $36,810

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Sioux Falls, SD

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Rapid City, SD

UnscoredInsufficient · 0
$34,754Mileage not verified

Rapid City, SD

2027 Toyota bZ Woodland Premium

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

2027 Toyota bZ Woodland Premium

Rapid City, SD

UnscoredInsufficient · 0
$49,659Mileage not verified

Rapid City, SD

2027 Cadillac OPTIQ Sport

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

2027 Cadillac OPTIQ Sport

Sioux Falls, SD

UnscoredLimited · 6
$57,780Mileage not verified

Comparison: 6 similar vehicles

Sioux Falls, SD

2027 Cadillac OPTIQ Luxury

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

2027 Cadillac OPTIQ Luxury

Sioux Falls, SD

OverpricedLimited · 11
$59,520Mileage not verified

Market: $55,589 – $59,189

Comparison: 11 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Sioux Falls, SD

2027 Cadillac OPTIQ Premium Luxury

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

2027 Cadillac OPTIQ Premium Luxury

Sioux Falls, SD

UnscoredInsufficient · 4
$61,080Mileage not verified

Comparison: 4 similar vehicles

Sioux Falls, SD

2027 Cadillac OPTIQ Premium Luxury

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

2027 Cadillac OPTIQ Premium Luxury

Sioux Falls, SD

UnscoredInsufficient · 4
$61,805982 mi

Comparison: 4 similar vehicles

Sioux Falls, SD

2027 Cadillac OPTIQ Premium Luxury

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

2027 Cadillac OPTIQ Premium Luxury

Sioux Falls, SD

UnscoredInsufficient · 4
$63,425987 mi

Comparison: 4 similar vehicles

Sioux Falls, SD

2027 Cadillac LYRIQ Sport

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

2027 Cadillac LYRIQ Sport

Sioux Falls, SD

UnscoredInsufficient · 0
$66,645Mileage not verified

Sioux Falls, SD

2027 Cadillac OPTIQ Premium Sport

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

2027 Cadillac OPTIQ Premium Sport

Sioux Falls, SD

UnscoredInsufficient · 4
$67,551236 mi

Comparison: 4 similar vehicles

Sioux Falls, SD

2027 BMW iX3 50

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

2027 BMW iX3 50

Sioux Falls, SD

UnscoredLimited · 6
$71,025Mileage not verified

Comparison: 6 similar vehicles

Sioux Falls, SD

2027 Cadillac OPTIQ V-Series

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

2027 Cadillac OPTIQ V-Series

Sioux Falls, SD

UnscoredInsufficient · 0
$75,055Mileage not verified

Sioux Falls, SD

2027 Cadillac OPTIQ V-Series

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

2027 Cadillac OPTIQ V-Series

Sioux Falls, SD

UnscoredInsufficient · 0
$78,985Mileage not verified

Sioux Falls, SD

2027 Cadillac LYRIQ Signature Sport

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

2027 Cadillac LYRIQ Signature Sport

Sioux Falls, SD

UnscoredInsufficient · 4
$82,271Mileage not verified

Comparison: 4 similar vehicles

Sioux Falls, SD

2027 Cadillac LYRIQ Signature Sport

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

2027 Cadillac LYRIQ Signature Sport

Sioux Falls, SD

UnscoredInsufficient · 4
$83,596Mileage not verified

Comparison: 4 similar vehicles

Sioux Falls, SD

2026 Nissan LEAF SV+

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

2026 Nissan LEAF SV+

Rapid City, SD

UnscoredInsufficient · 0
$36,805Mileage not verified

Rapid City, SD

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

Yankton, SD

Great DealLimited · 12
$39,693Mileage not verified

Market: $41,638 – $50,283

Comparison: 12 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 172 days listed (based on current market benchmarks)

Yankton, SD

2026 Ford Mustang Mach-E Select AWD

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

2026 Ford Mustang Mach-E Select AWD

Mitchell, SD

UnscoredLimited · 5
$41,224Mileage not verified

Comparison: 5 similar vehicles

Mitchell, SD

2026 Chevrolet Equinox EV 1LT

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

2026 Chevrolet Equinox EV 1LT

Pierre, SD

UnscoredInsufficient · 0
$41,9902,423 mi

Pierre, SD

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Pierre, SD

UnscoredInsufficient · 0
$42,704Mileage not verified

Pierre, SD

2026 Honda Prologue Touring

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

2026 Honda Prologue Touring

Sioux Falls, SD

UnscoredLimited · 6
$49,249Mileage not verified

Comparison: 6 similar vehicles

Sioux Falls, SD

2026 Honda Prologue Touring

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

2026 Honda Prologue Touring

Rapid City, SD

UnscoredInsufficient · 0
$49,444Mileage not verified

Rapid City, SD

2026 Honda Prologue Touring

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

2026 Honda Prologue Touring

Rapid City, SD

UnscoredInsufficient · 0
$49,444Mileage not verified

Rapid City, SD

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

Parker, SD

Fair PriceRobust · 56
$50,080Mileage not verified

Market: $46,313 – $57,007

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Parker, SD

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

Rapid City, SD

UnscoredLimited · 5
$52,019Mileage not verified

Comparison: 5 similar vehicles

Rapid City, SD

2026 Honda Prologue Elite

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

2026 Honda Prologue Elite

Sioux Falls, SD

UnscoredInsufficient · 0
$52,649Mileage not verified

Sioux Falls, SD

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

Parker, SD

Fair PriceRobust · 56
$53,405Mileage not verified

Market: $46,313 – $57,007

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Parker, SD

2026 Volvo EX30 Ultra

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

2026 Volvo EX30 Ultra

Sioux Falls, SD

UnscoredInsufficient · 4
$53,409Mileage not verified

Comparison: 4 similar vehicles

Sioux Falls, SD

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

Spearfish, SD

UnscoredLimited · 5
$54,259Mileage not verified

Comparison: 5 similar vehicles

Spearfish, SD

2026 Volkswagen ID.4 PRO S PLUS

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

2026 Volkswagen ID.4 PRO S PLUS

Sioux Falls, SD

UnscoredInsufficient · 0
$54,840Mileage not verified

Sioux Falls, SD

2026 Cadillac OPTIQ Premium Luxury

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

2026 Cadillac OPTIQ Premium Luxury

Sioux Falls, SD

UnscoredInsufficient · 0
$62,1584,649 mi

Sioux Falls, SD

2026 GMC Sierra EV Elevation

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

2026 GMC Sierra EV Elevation

Aberdeen, SD

UnscoredInsufficient · 0
$69,9182,220 mi

Aberdeen, SD

2026 Cadillac LYRIQ Premium Sport

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

2026 Cadillac LYRIQ Premium Sport

Sioux Falls, SD

UnscoredInsufficient · 3
$70,2705,800 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2026 Cadillac LYRIQ Premium Sport

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

2026 Cadillac LYRIQ Premium Sport

Sioux Falls, SD

UnscoredInsufficient · 3
$77,363Mileage not verified

Comparison: 3 similar vehicles

Sioux Falls, SD

2026 GMC HUMMER EV 2X

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

2026 GMC HUMMER EV 2X

Watertown, SD

UnscoredInsufficient · 3
$88,347Mileage not verified

Comparison: 3 similar vehicles

Watertown, SD

2026 GMC HUMMER EV 2X

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

2026 GMC HUMMER EV 2X

Sioux Falls, SD

Fair PriceLimited · 18
$95,289Mileage not verified

Market: $88,347 – $99,590

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 343 days listed (based on current market benchmarks)

Sioux Falls, SD

2026 GMC HUMMER EV 2X

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

2026 GMC HUMMER EV 2X

Watertown, SD

UnscoredInsufficient · 3
$99,341Mileage not verified

Comparison: 3 similar vehicles

Watertown, SD

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Sioux Falls, SD

UnscoredInsufficient · 4
$13,99518,711 mi

Comparison: 4 similar vehicles

Sioux Falls, SD

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Sioux Falls, SD

UnscoredInsufficient · 3
$14,99919,459 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Sioux Falls, SD

UnscoredInsufficient · 3
$14,99915,892 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2025 Nissan Leaf SV PLUS

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

2025 Nissan Leaf SV PLUS

Sioux Falls, SD

UnscoredInsufficient · 0
$23,9278,711 mi

Sioux Falls, SD

2025 Chevrolet Equinox EV 1LT

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

2025 Chevrolet Equinox EV 1LT

Sioux Falls, SD

UnscoredInsufficient · 0
$26,98810,456 mi

Sioux Falls, SD

2025 Chevrolet Equinox EV RS

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

2025 Chevrolet Equinox EV RS

Huron, SD

UnscoredInsufficient · 0
$52,440183 mi

Huron, SD

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

Watertown, SD

UnscoredInsufficient · 4
$56,819Mileage not verified

Comparison: 4 similar vehicles

Watertown, SD

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

Sioux Falls, SD

UnscoredInsufficient · 0
$69,99014,346 mi

Sioux Falls, SD

2025 Tesla Cybertruck Base

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

2025 Tesla Cybertruck Base

Sioux Falls, SD

UnscoredInsufficient · 0
$81,99510,124 mi

Sioux Falls, SD

2025 GMC Sierra EV Denali

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

2025 GMC Sierra EV Denali

Rapid City, SD

UnscoredInsufficient · 0
$82,9872,879 mi

Rapid City, SD

2025 Tesla Cybertruck Base

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

2025 Tesla Cybertruck Base

Sioux Falls, SD

UnscoredInsufficient · 0
$84,9907,087 mi

Sioux Falls, SD

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

Rapid City, SD

UnscoredInsufficient · 0
$95,9801,322 mi

Rapid City, SD

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

Sioux Falls, SD

UnscoredInsufficient · 3
$110,1794,096 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 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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