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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 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

74 listings found

2012 Nissan LEAF SV

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

2012 Nissan LEAF SV

Hiawatha, IA

UnscoredInsufficient · 0
$6,05530,935 mi

Hiawatha, IA

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Iowa City, IA

Fair PriceRobust · 51
$16,99916,177 mi

Market: $13,697 – $17,995

Comparison: 51 similar vehicles

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

Iowa City, IA

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Iowa City, IA

Fair PriceRobust · 51
$17,28911,229 mi

Market: $13,697 – $17,995

Comparison: 51 similar vehicles

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

Iowa City, IA

2022 Volkswagen ID.4 PRO S

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

2022 Volkswagen ID.4 PRO S

Iowa City, IA

UnscoredInsufficient · 0
$18,92060,175 mi

Iowa City, IA

2022 Volkswagen ID.4 PRO S

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

2022 Volkswagen ID.4 PRO S

Iowa City, IA

UnscoredInsufficient · 0
$19,91035,848 mi

Iowa City, IA

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

Cedar Rapids, IA

UnscoredInsufficient · 0
$19,93758,552 mi

Cedar Rapids, IA

2024 Volkswagen ID.4 STANDARD

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

2024 Volkswagen ID.4 STANDARD

Cedar Rapids, IA

UnscoredInsufficient · 3
$20,99031,288 mi

Comparison: 3 similar vehicles

Cedar Rapids, IA

2023 Chevrolet Bolt EUV Premier

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

2023 Chevrolet Bolt EUV Premier

Mount Vernon, IA

UnscoredInsufficient · 0
$21,68049,441 mi

Mount Vernon, IA

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

Iowa City, IA

UnscoredLimited · 8
$21,98910,464 mi

Comparison: 8 similar vehicles

Iowa City, IA

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Cedar Rapids, IA

UnscoredInsufficient · 3
$23,80044,395 mi

Comparison: 3 similar vehicles

Cedar Rapids, IA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Iowa City, IA

Fair PriceModerate · 28
$23,92022,323 mi

Market: $21,515 – $25,996

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Iowa City, IA

2021 Audi e-tron Premium

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

2021 Audi e-tron Premium

Iowa City, IA

UnscoredInsufficient · 0
$24,92038,345 mi

Iowa City, IA

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Iowa City, IA

Fair PriceLimited · 16
$26,92016,610 mi

Market: $21,991 – $55,654

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Iowa City, IA

2023 Audi Q4 e-tron Premium Plus

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

2023 Audi Q4 e-tron Premium Plus

Iowa City, IA

UnscoredInsufficient · 3
$26,93033,592 mi

Comparison: 3 similar vehicles

Iowa City, 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

Hiawatha, IA

Great DealLimited · 18
$26,99626,368 mi

Market: $28,111 – $36,196

Comparison: 18 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 124 days listed (based on current market benchmarks)

Hiawatha, IA

2023 Audi Q4 Sportback e-tron Premium Plus

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

2023 Audi Q4 Sportback e-tron Premium Plus

Iowa City, IA

UnscoredInsufficient · 0
$27,92024,232 mi

Iowa City, IA

2025 Subaru Solterra Premium

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

2025 Subaru Solterra Premium

Hiawatha, IA

UnscoredInsufficient · 0
$28,08211,570 mi

Hiawatha, 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

2023 Tesla Model Y Base

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

2023 Tesla Model Y Base

Iowa City, IA

UnscoredInsufficient · 0
$30,92014,193 mi

Iowa City, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Cedar Rapids, IA

UnscoredInsufficient · 3
$30,965Mileage not verified

Comparison: 3 similar vehicles

Cedar Rapids, IA

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Mount Vernon, IA

UnscoredInsufficient · 4
$30,986Mileage not verified

Comparison: 4 similar vehicles

Mount Vernon, 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

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Iowa City, IA

UnscoredInsufficient · 4
$31,739Mileage not verified

Comparison: 4 similar vehicles

Iowa City, 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 LT

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

2027 Chevrolet Bolt LT

Mount Vernon, IA

UnscoredInsufficient · 4
$33,476Mileage not verified

Comparison: 4 similar vehicles

Mount Vernon, IA

2025 Volkswagen ID.4 PRO S PLUS

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

2025 Volkswagen ID.4 PRO S PLUS

Iowa City, IA

UnscoredInsufficient · 0
$33,7401,417 mi

Iowa City, IA

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Tipton, IA

UnscoredLimited · 5
$35,9957,309 mi

Comparison: 5 similar vehicles

Tipton, 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

Durant, IA

Fair PriceLimited · 13
$36,10511,938 mi

Market: $35,114 – $42,408

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Durant, IA

2024 Ford Mustang Mach-E Premium AWD

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

2024 Ford Mustang Mach-E Premium AWD

Mount Vernon, IA

Fair PriceModerate · 38
$36,18015,500 mi

Market: $32,878 – $38,408

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Mount Vernon, IA

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Iowa City, IA

Fair PriceRobust · 85
$38,780Mileage not verified

Market: $35,250 – $84,327

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Iowa City, 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 · 19
$39,90020,038 mi

Market: $35,333 – $39,950

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 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
$40,1792,105 mi

Market: $36,095 – $49,859

Comparison: 126 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Ottumwa, 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 · 7
$40,93018,842 mi

Comparison: 7 similar vehicles

Iowa City, IA

2026 Kia EV6 Light L/R

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

2026 Kia EV6 Light L/R

Cedar Rapids, IA

Fair PriceModerate · 40
$41,178Mileage not verified

Market: $36,862 – $47,892

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 155 days listed (based on current market benchmarks)

Cedar Rapids, IA

2027 Toyota bZ XLE

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

2027 Toyota bZ XLE

Hiawatha, IA

UnscoredInsufficient · 4
$42,259Mileage not verified

Comparison: 4 similar vehicles

Hiawatha, IA

2026 Kia EV6 Wind

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

2026 Kia EV6 Wind

Cedar Rapids, IA

Fair PriceLimited · 12
$42,385Mileage not verified

Market: $40,376 – $50,997

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Cedar Rapids, IA

2027 Toyota bZ XLE

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

2027 Toyota bZ XLE

Muscatine, IA

Fair PriceRobust · 56
$42,569Mileage not verified

Market: $40,538 – $88,866

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Muscatine, IA

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

Cedar Rapids, IA

Fair PriceModerate · 33
$42,635Mileage not verified

Market: $38,026 – $52,615

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Cedar Rapids, 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

2024 Audi Q8 e-tron Prestige

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

2024 Audi Q8 e-tron Prestige

Iowa City, IA

UnscoredInsufficient · 0
$45,99220,127 mi

Iowa City, IA

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

Iowa City, IA

Great DealLimited · 16
$46,280Mileage not verified

Market: $48,439 – $88,866

Comparison: 16 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 58 days listed (based on current market benchmarks)

Iowa City, IA

2027 Toyota bZ Limited

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

2027 Toyota bZ Limited

Iowa City, IA

Fair PriceModerate · 25
$48,604Mileage not verified

Market: $46,791 – $88,866

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Iowa City, IA

2026 Volkswagen ID.4 PRO S

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

2026 Volkswagen ID.4 PRO S

Marion, IA

Fair PriceModerate · 23
$48,893Mileage not verified

Market: $45,106 – $56,586

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 367 days listed (based on current market benchmarks)

Marion, IA

2023 Audi e-tron GT Prestige

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

2023 Audi e-tron GT Prestige

Iowa City, IA

UnscoredInsufficient · 0
$48,92014,579 mi

Iowa City, IA

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Muscatine, IA

Fair PriceRobust · 55
$49,255Mileage not verified

Market: $46,710 – $88,866

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Muscatine, IA

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Iowa City, IA

Fair PriceModerate · 48
$49,730Mileage not verified

Market: $46,710 – $88,866

Comparison: 48 similar vehicles

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

Iowa City, 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

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

Hiawatha, IA

Fair PriceLimited · 16
$50,683Mileage not verified

Market: $48,259 – $51,749

Comparison: 16 similar vehicles

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

Hiawatha, IA

2026 Toyota bZ Woodland Premium

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

2026 Toyota bZ Woodland Premium

Hiawatha, IA

Fair PriceLimited · 19
$50,983Mileage not verified

Market: $48,037 – $51,122

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

Hiawatha, 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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