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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 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

47 listings found

2021 Tesla Model Y Long Range

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

2021 Tesla Model Y Long Range

Vinton, IA

UnscoredModerate · 22
$19,990179,323 mi

Comparison: 22 similar vehicles

Vinton, IA

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Vinton, IA

UnscoredModerate · 30
$20,990134,872 mi

Comparison: 30 similar vehicles

Vinton, IA

2021 Tesla Model Y Long Range

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

2021 Tesla Model Y Long Range

Vinton, IA

UnscoredModerate · 22
$21,990123,037 mi

Comparison: 22 similar vehicles

Vinton, IA

2021 Tesla Model Y Performance

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

2021 Tesla Model Y Performance

Vinton, IA

UnscoredLimited · 7
$21,990130,989 mi

Comparison: 7 similar vehicles

Vinton, IA

2021 Tesla Model Y Performance

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

2021 Tesla Model Y Performance

Vinton, IA

UnscoredLimited · 7
$24,990106,695 mi

Comparison: 7 similar vehicles

Vinton, IA

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

Newton, IA

Fair PriceRobust · 55
$26,25021,964 mi

Market: $23,403 – $29,991

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Newton, IA

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

Newton, IA

UnscoredLimited · 6
$26,90015,636 mi

Comparison: 6 similar vehicles

Newton, IA

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

North Liberty, IA

Great DealLimited · 18
$26,99626,368 mi

Market: $28,111 – $45,744

Comparison: 18 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 125 days listed (based on current market benchmarks)

North Liberty, IA

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

Newton, IA

Fair PriceLimited · 18
$27,28611,149 mi

Market: $26,900 – $31,500

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Newton, IA

2025 Chevrolet Equinox EV LT

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

2025 Chevrolet Equinox EV LT

Newton, IA

UnscoredLimited · 6
$27,29920,008 mi

Comparison: 6 similar vehicles

Newton, IA

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

Newton, IA

UnscoredInsufficient · 0
$28,0009,062 mi

Newton, IA

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Marshalltown, IA

Fair PriceModerate · 23
$28,16714,453 mi

Market: $23,899 – $28,372

Comparison: 23 similar vehicles

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

Marshalltown, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Ottumwa, IA

UnscoredLimited · 5
$28,170Mileage not verified

Comparison: 5 similar vehicles

Ottumwa, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Ottumwa, IA

UnscoredLimited · 5
$28,569Mileage not verified

Comparison: 5 similar vehicles

Ottumwa, IA

2024 Chevrolet Blazer EV RS

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

2024 Chevrolet Blazer EV RS

Newton, IA

Fair PriceModerate · 23
$29,00018,338 mi

Market: $25,999 – $31,182

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Newton, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Pella, IA

UnscoredLimited · 5
$29,990Mileage not verified

Comparison: 5 similar vehicles

Pella, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Newton, IA

Fair PriceLimited · 14
$30,466Mileage not verified

Market: $29,012 – $31,363

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Newton, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Pleasant Hill, IA

Fair PriceLimited · 12
$30,760Mileage not verified

Market: $29,012 – $31,363

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Pleasant Hill, IA

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

Cedar Rapids, IA

UnscoredInsufficient · 4
$30,99716,630 mi

Comparison: 4 similar vehicles

Cedar Rapids, IA

2024 Hyundai IONIQ 5 Limited

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

2024 Hyundai IONIQ 5 Limited

Swisher, IA

UnscoredInsufficient · 4
$32,90037,732 mi

Comparison: 4 similar vehicles

Swisher, IA

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Pleasant Hill, IA

UnscoredInsufficient · 4
$35,002Mileage not verified

Comparison: 4 similar vehicles

Pleasant Hill, IA

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

Swisher, IA

Fair PriceLimited · 18
$39,90020,038 mi

Market: $35,333 – $39,950

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Swisher, IA

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

Ottumwa, IA

Fair PriceRobust · 126
$40,1791,673 mi

Market: $36,095 – $49,859

Comparison: 126 similar vehicles

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

Ottumwa, IA

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

Pleasant Hill, IA

OverpricedLimited · 15
$40,6781,641 mi

Market: $33,528 – $40,288

Comparison: 15 similar vehicles

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

Pleasant Hill, IA

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

Iowa City, IA

UnscoredLimited · 8
$40,93018,842 mi

Comparison: 8 similar vehicles

Iowa City, IA

2022 Tesla Model S Base

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

2022 Tesla Model S Base

Cedar Rapids, IA

UnscoredInsufficient · 0
$42,95473,385 mi

Cedar Rapids, IA

2026 Chevrolet Blazer EV LT

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

2026 Chevrolet Blazer EV LT

Newton, IA

Fair PriceModerate · 25
$44,1752,927 mi

Market: $40,852 – $51,212

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 136 days listed (based on current market benchmarks)

Newton, IA

2026 Cadillac OPTIQ Sport

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

2026 Cadillac OPTIQ Sport

Ottumwa, IA

UnscoredLimited · 5
$50,179998 mi

Comparison: 5 similar vehicles

Ottumwa, IA

2026 Chevrolet Blazer EV LT

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

2026 Chevrolet Blazer EV LT

Knoxville, IA

OverpricedLimited · 10
$51,212Mileage not verified

Market: $42,130 – $51,170

Comparison: 10 similar vehicles

Knoxville, IA

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

Fairfield, IA

Fair PriceModerate · 26
$51,635Mileage not verified

Market: $48,395 – $61,365

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 244 days listed (based on current market benchmarks)

Fairfield, IA

2027 Cadillac OPTIQ Sport

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

2027 Cadillac OPTIQ Sport

Ottumwa, IA

Great DealModerate · 24
$51,715Mileage not verified

Market: $54,415 – $65,470

Comparison: 24 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 62 days listed (based on current market benchmarks)

Ottumwa, IA

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

Iowa City, IA

Fair PriceModerate · 43
$56,365Mileage not verified

Market: $46,053 – $61,365

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Iowa City, IA

2026 Cadillac LYRIQ Signature Luxury

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

2026 Cadillac LYRIQ Signature Luxury

Ottumwa, IA

UnscoredLimited · 8
$58,9994,646 mi

Comparison: 8 similar vehicles

Ottumwa, IA

2026 Cadillac LYRIQ Sport

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

2026 Cadillac LYRIQ Sport

Ottumwa, IA

UnscoredInsufficient · 4
$60,039Mileage not verified

Comparison: 4 similar vehicles

Ottumwa, IA

2026 Cadillac LYRIQ Luxury

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

2026 Cadillac LYRIQ Luxury

Ottumwa, IA

Fair PriceLimited · 11
$60,199Mileage not verified

Market: $59,346 – $66,403

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Ottumwa, IA

2026 Cadillac LYRIQ Luxury

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

2026 Cadillac LYRIQ Luxury

Ottumwa, IA

Fair PriceLimited · 11
$60,778Mileage not verified

Market: $59,346 – $66,403

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Ottumwa, IA

2027 Cadillac OPTIQ Sport

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

2027 Cadillac OPTIQ Sport

Newton, IA

Fair PriceLimited · 13
$62,535Mileage not verified

Market: $51,715 – $65,470

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Newton, IA

2027 BMW iX3 50

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

2027 BMW iX3 50

North Liberty, IA

Great DealLimited · 10
$62,850Mileage not verified

Market: $69,600 – $73,675

Comparison: 10 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 21 days listed (based on current market benchmarks)

North Liberty, IA

2027 BMW iX3 50

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

2027 BMW iX3 50

North Liberty, IA

Fair PriceLimited · 10
$69,600Mileage not verified

Market: $62,850 – $73,675

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

North Liberty, IA

2027 BMW iX3 50

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

2027 BMW iX3 50

North Liberty, IA

Fair PriceLimited · 10
$70,800Mileage not verified

Market: $62,850 – $73,675

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

North Liberty, IA

2027 BMW iX3 50

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

2027 BMW iX3 50

North Liberty, IA

Fair PriceLimited · 10
$71,650Mileage not verified

Market: $62,850 – $73,675

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

North Liberty, IA

2027 BMW iX3 50

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

2027 BMW iX3 50

North Liberty, IA

Fair PriceLimited · 10
$73,495Mileage not verified

Market: $62,850 – $73,675

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

North Liberty, IA

2024 GMC HUMMER EV 3X

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

2024 GMC HUMMER EV 3X

Ottumwa, IA

UnscoredLimited · 7
$73,9997,000 mi

Comparison: 7 similar vehicles

Ottumwa, IA

2027 Cadillac LYRIQ V Premium

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

2027 Cadillac LYRIQ V Premium

Ottumwa, IA

UnscoredLimited · 13
$82,118Mileage not verified

Comparison: 13 similar vehicles

Ottumwa, IA

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

Pella, IA

Fair PriceModerate · 22
$89,9993,000 mi

Market: $85,715 – $117,565

Comparison: 22 similar vehicles

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

Pella, IA

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

Iowa City, IA

Fair PriceRobust · 94
$95,289Mileage not verified

Market: $88,866 – $100,933

Comparison: 94 similar vehicles

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

Iowa City, IA

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

Iowa City, IA

OverpricedRobust · 63
$110,1562,000 mi

Market: $85,715 – $108,640

Comparison: 63 similar vehicles

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

Iowa City, IA

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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