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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 that ranks live dealer inventory by price-to-market against comparable listings. Days-on-lot and sell-through from similar vehicles are shown separately as Demand-Verified evidence, not inputs to the price ranking.

Market snapshot · September 22, 2026

5.7M+

Unique vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

13,579 listings found

No Photo

2027 Toyota Corolla LE

Cedar Falls, IA

Great DealRobust · 192
$24,187Mileage not verified

Market: $24,298$30,089

Comparison: 192 similar vehicles

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Cedar Falls, IA

Fair PriceRobust · 192
$24,298Mileage not verified

Market: $24,187$30,089

Comparison: 192 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Great DealLimited · 10
$24,800Mileage not verified

Market: $25,109$28,738

Comparison: 10 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$25,109Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$25,309Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra S

Hiawatha, IA

Fair PriceRobust · 405
$25,375Mileage not verified

Market: $23,054$25,619

Comparison: 405 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra S

Hiawatha, IA

Fair PriceRobust · 405
$25,405Mileage not verified

Market: $23,054$25,619

Comparison: 405 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra S

Hiawatha, IA

Fair PriceRobust · 405
$25,405Mileage not verified

Market: $23,054$25,619

Comparison: 405 similar vehicles

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

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Cedar Falls, IA

Fair PriceRobust · 192
$25,463Mileage not verified

Market: $24,187$30,089

Comparison: 192 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$25,551Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

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

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Cedar Falls, IA

Fair PriceRobust · 192
$25,782Mileage not verified

Market: $24,187$30,089

Comparison: 192 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Cedar Falls, IA

No Photo

2027 Nissan Sentra SV

Iowa City, IA

Great DealLimited · 10
$25,795Mileage not verified

Market: $26,127$27,785

Comparison: 10 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 76 days listed (based on current market benchmarks)

Iowa City, IA

No Photo

2027 Volkswagen Jetta S

Cedar Falls, IA

Fair PriceModerate · 24
$25,846Mileage not verified

Market: $25,846$27,195

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Cedar Falls, IA

No Photo

2027 Nissan Sentra SV

Cedar Falls, IA

UnscoredInsufficient · 4
$25,947Mileage not verified

Comparison: 4 similar vehicles

Cedar Falls, IA

No Photo

2027 Volkswagen Jetta S

Marion, IA

UnscoredInsufficient · 4
$26,026Mileage not verified

Comparison: 4 similar vehicles

Marion, IA

No Photo

2027 Volkswagen Jetta S

Marion, IA

UnscoredInsufficient · 4
$26,026Mileage not verified

Comparison: 4 similar vehicles

Marion, IA

No Photo

2027 Nissan Sentra SV

Iowa City, IA

Fair PriceLimited · 10
$26,127Mileage not verified

Market: $25,795$27,785

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Iowa City, IA

No Photo

2027 Toyota Corolla LE

Cedar Rapids, IA

Fair PriceRobust · 1007
$26,244Mileage not verified

Market: $23,002$249,292

Comparison: 1007 similar vehicles

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

Cedar Rapids, IA

No Photo

2027 Nissan Sentra SV

Cedar Falls, IA

UnscoredInsufficient · 4
$26,351Mileage not verified

Comparison: 4 similar vehicles

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$26,358Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

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

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Cedar Rapids, IA

Fair PriceRobust · 1007
$26,412Mileage not verified

Market: $23,002$249,292

Comparison: 1007 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Cedar Rapids, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$26,444Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan KICKS S

Hiawatha, IA

Fair PriceRobust · 69
$26,445Mileage not verified

Market: $24,058$26,727

Comparison: 69 similar vehicles

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

Hiawatha, IA

No Photo

2027 Nissan KICKS S

Hiawatha, IA

Fair PriceRobust · 69
$26,445Mileage not verified

Market: $24,058$26,727

Comparison: 69 similar vehicles

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

Hiawatha, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$26,493Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

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

Hiawatha, IA

No Photo

2027 Nissan Sentra SV

Iowa City, IA

Fair PriceLimited · 10
$26,601Mileage not verified

Market: $25,795$27,785

Comparison: 10 similar vehicles

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

Iowa City, IA

No Photo

2027 Toyota Corolla LE

Cedar Falls, IA

Fair PriceRobust · 192
$26,671Mileage not verified

Market: $24,187$30,089

Comparison: 192 similar vehicles

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

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$26,768Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra SV

Hiawatha, IA

UnscoredLimited · 9
$26,785Mileage not verified

Comparison: 9 similar vehicles

Hiawatha, IA

No Photo

2027 Nissan Sentra SV

Hiawatha, IA

Fair PriceRobust · 607
$26,920Mileage not verified

Market: $23,471$131,773

Comparison: 607 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra SV

Cedar Falls, IA

UnscoredInsufficient · 4
$26,936Mileage not verified

Comparison: 4 similar vehicles

Cedar Falls, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$26,959Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

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

Hiawatha, IA

No Photo

2027 Nissan Sentra SR

Cedar Falls, IA

UnscoredInsufficient · 4
$26,991Mileage not verified

Comparison: 4 similar vehicles

Cedar Falls, IA

No Photo

2027 Nissan Sentra SV

Iowa City, IA

Fair PriceLimited · 10
$27,105Mileage not verified

Market: $25,795$27,785

Comparison: 10 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

No Photo

2027 Nissan Sentra SV

Hiawatha, IA

UnscoredLimited · 9
$27,180Mileage not verified

Comparison: 9 similar vehicles

Hiawatha, IA

No Photo

2027 Volkswagen Jetta Sport

Iowa City, IA

UnscoredInsufficient · 4
$27,246Mileage not verified

Comparison: 4 similar vehicles

Iowa City, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

Fair PriceLimited · 10
$27,339Mileage not verified

Market: $24,800$28,738

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra SR

Hiawatha, IA

Fair PriceRobust · 360
$27,745Mileage not verified

Market: $25,313$33,374

Comparison: 360 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Hiawatha, IA

No Photo

2027 Nissan Sentra SV

Hiawatha, IA

UnscoredLimited · 9
$27,785Mileage not verified

Comparison: 9 similar vehicles

Hiawatha, IA

No Photo

2027 Toyota Corolla SE

Cedar Falls, IA

UnscoredInsufficient · 3
$27,841Mileage not verified

Comparison: 3 similar vehicles

Cedar Falls, IA

No Photo

2027 Volkswagen Jetta Sport

Marion, IA

UnscoredLimited · 5
$27,921Mileage not verified

Comparison: 5 similar vehicles

Marion, IA

No Photo

2027 Toyota Corolla LE

Cedar Rapids, IA

Fair PriceRobust · 1007
$28,094Mileage not verified

Market: $23,002$249,292

Comparison: 1007 similar vehicles

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

Cedar Rapids, IA

No Photo

2027 Honda HR-V LX

Iowa City, IA

UnscoredLimited · 5
$28,100Mileage not verified

Comparison: 5 similar vehicles

Iowa City, IA

No Photo

2027 Toyota Corolla SE

Cedar Falls, IA

UnscoredInsufficient · 3
$28,403Mileage not verified

Comparison: 3 similar vehicles

Cedar Falls, IA

No Photo

2027 Kia Seltos S

Iowa City, IA

Great DealRobust · 81
$28,480Mileage not verified

Market: $28,703$34,278

Comparison: 81 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 19 days listed (based on current market benchmarks)

Iowa City, IA

No Photo

2027 Toyota Corolla SE

Iowa City, IA

Fair PriceRobust · 398
$28,514Mileage not verified

Market: $16,827$82,084

Comparison: 398 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Iowa City, IA

No Photo

2027 Nissan KICKS SV

Hiawatha, IA

UnscoredInsufficient · 3
$28,570Mileage not verified

Comparison: 3 similar vehicles

Hiawatha, IA

No Photo

2027 Kia Seltos LX

Hiawatha, IA

UnscoredLimited · 6
$28,585Mileage not verified

Comparison: 6 similar vehicles

Hiawatha, IA

No Photo

2027 Kia Seltos S

Iowa City, IA

Fair PriceRobust · 81
$28,703Mileage not verified

Market: $28,480$34,278

Comparison: 81 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Iowa City, IA

No Photo

2027 Toyota Corolla LE

Hiawatha, IA

OverpricedLimited · 10
$28,738Mileage not verified

Market: $24,800$27,339

Comparison: 10 similar vehicles

Priced ~5% above the typical market range for similar vehicles (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 adds a price below the comparable market range. 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.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Live examples

OAV answers these questions

What are the best priced vehicles?
OAV ranks vehicles by how far below their typical market range they are listed, using comparable listings; days-on-lot is shown as a separate demand signal, not a ranking input. 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. The "Top Deals" section on every market page surfaces these first, with each listing's percentage gap below the comparable-range floor shown beside it.
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 evaluates every eligible listing 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. A listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal and surfaced first; 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 evaluates every eligible listing against similar vehicles currently available, positioning its asking price within the supported comparable range. 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. Every listing shows its current days on lot, and every market page shows the average days on lot for that metro or body type. It is a direct signal of local demand and pricing pressure.
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.

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