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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

46 listings found

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 PriceModerate · 45
$16,99916,177 mi

Market: $13,697 – $17,995

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 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 PriceModerate · 45
$17,28911,229 mi

Market: $13,697 – $17,995

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 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

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

OverpricedLimited · 10
$21,98910,464 mi

Market: $18,407 – $21,500

Comparison: 10 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Iowa City, IA

2024 Nissan ARIYA Engage

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

2024 Nissan ARIYA Engage

West Burlington, IA

Fair PriceModerate · 30
$23,45129,929 mi

Market: $21,000 – $24,708

Comparison: 30 similar vehicles

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

West Burlington, 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 · 29
$23,92022,323 mi

Market: $21,215 – $25,996

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 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

2024 Kia EV6 Wind

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

2024 Kia EV6 Wind

West Burlington, IA

UnscoredInsufficient · 0
$25,33333,994 mi

West Burlington, 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 · 17
$26,92016,610 mi

Market: $21,991 – $55,654

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 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 · 0
$26,93033,592 mi

Iowa City, 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

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

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

West Burlington, IA

UnscoredInsufficient · 0
$28,2833,127 mi

West Burlington, 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

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Fort Madison, IA

Fair PriceRobust · 154
$29,012Mileage not verified

Market: $26,326 – $35,582

Comparison: 154 similar vehicles

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

Fort Madison, 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

Iowa City, IA

UnscoredInsufficient · 4
$31,739Mileage not verified

Comparison: 4 similar vehicles

Iowa City, 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

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Iowa City, IA

Fair PriceRobust · 207
$35,610Mileage not verified

Market: $28,245 – $51,064

Comparison: 207 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Iowa City, 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 · 87
$38,780Mileage not verified

Market: $36,603 – $46,382

Comparison: 87 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Iowa City, 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 · 122
$40,1791,673 mi

Market: $36,095 – $49,859

Comparison: 122 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 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 · 8
$40,93018,842 mi

Comparison: 8 similar vehicles

Iowa City, IA

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

West Burlington, IA

Fair PriceRobust · 94
$41,337Mileage not verified

Market: $36,603 – $46,382

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

West Burlington, 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 · 65
$42,569Mileage not verified

Market: $40,538 – $88,866

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Muscatine, IA

2026 Chevrolet Equinox EV RS

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

2026 Chevrolet Equinox EV RS

Fort Madison, IA

Fair PriceModerate · 22
$42,595Mileage not verified

Market: $39,971 – $48,585

Comparison: 22 similar vehicles

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

Fort Madison, 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

Fort Madison, IA

UnscoredLimited · 7
$43,990Mileage not verified

Comparison: 7 similar vehicles

Fort Madison, IA

2027 Chevrolet Blazer EV LT

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

2027 Chevrolet Blazer EV LT

Fort Madison, IA

Fair PriceLimited · 11
$45,147Mileage not verified

Market: $45,924 – $51,221

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 18 days listed (based on current market benchmarks)

Fort Madison, IA

2027 Chevrolet Blazer EV LT

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

2027 Chevrolet Blazer EV LT

Fort Madison, IA

Fair PriceLimited · 11
$45,924Mileage not verified

Market: $45,147 – $51,221

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Fort Madison, 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 · 17
$46,280Mileage not verified

Market: $48,439 – $88,866

Comparison: 17 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 60 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 · 28
$48,604Mileage not verified

Market: $46,791 – $88,866

Comparison: 28 similar vehicles

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

Iowa City, 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 · 60
$49,255Mileage not verified

Market: $46,710 – $88,866

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 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 PriceRobust · 53
$49,730Mileage not verified

Market: $46,710 – $88,866

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 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

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 · 245 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 · 63 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 · 17 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 · 123 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 · 117 days listed (based on current market benchmarks)

Ottumwa, 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

Fort Madison, IA

Fair PriceModerate · 36
$95,499332 mi

Market: $85,715 – $110,156

Comparison: 36 similar vehicles

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

Fort Madison, 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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