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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 23, 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

2,653 listings found

No Photo

2027 Nissan KICKS S

Lufkin, TX

Fair PriceRobust · 2007
$23,895Mileage not verified

Market: $23,125$27,165

Comparison: 2007 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Nissan Sentra SV

Lufkin, TX

Fair PriceRobust · 2637
$25,067Mileage not verified

Market: $23,582$29,409

Comparison: 2637 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$25,866Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$26,136Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredInsufficient · 3
$26,369Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredInsufficient · 3
$26,402Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Nissan KICKS SR

Lufkin, TX

Fair PriceRobust · 1120
$26,690Mileage not verified

Market: $26,385$34,604

Comparison: 1120 similar vehicles

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

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$26,697Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$26,697Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Great DealLimited · 11
$26,743Mileage not verified

Market: $27,048$29,952

Comparison: 11 similar vehicles

Competitively priced ~1% below the typical range compared to similar vehicles · 14 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredInsufficient · 3
$26,790Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredInsufficient · 3
$26,820Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Hyundai Kona SE

Lufkin, TX

UnscoredInsufficient · 3
$26,966Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Toyota Corolla LE

Lufkin, TX

Fair PriceRobust · 1104
$26,982Mileage not verified

Market: $23,876$33,164

Comparison: 1104 similar vehicles

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

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$27,048Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SE

Lufkin, TX

UnscoredInsufficient · 3
$27,390Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Hyundai Kona SE

Lufkin, TX

UnscoredInsufficient · 3
$27,390Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$27,571Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$27,601Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Hyundai Kona SE

Lufkin, TX

Fair PriceRobust · 514
$27,890Mileage not verified

Market: $25,313$29,500

Comparison: 514 similar vehicles

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

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$27,936Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

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

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$27,936Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SE

Lufkin, TX

UnscoredInsufficient · 3
$27,950Mileage not verified

Comparison: 3 similar vehicles

Lufkin, TX

No Photo

2027 Kia Seltos S

Lufkin, TX

Fair PriceRobust · 549
$28,000Mileage not verified

Market: $26,716$34,090

Comparison: 549 similar vehicles

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

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$28,803Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

UnscoredInsufficient · 4
$28,880Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Kia Seltos S

Lufkin, TX

Fair PriceRobust · 549
$28,930Mileage not verified

Market: $26,716$34,090

Comparison: 549 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

UnscoredInsufficient · 4
$29,235Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Nacogdoches, TX

Fair PriceRobust · 645
$29,280Mileage not verified

Market: $27,443$32,443

Comparison: 645 similar vehicles

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

Nacogdoches, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

UnscoredInsufficient · 4
$29,290Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Nissan Sentra SR

Lufkin, TX

UnscoredLimited · 5
$29,391Mileage not verified

Comparison: 5 similar vehicles

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$29,465Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

Fair PriceLimited · 11
$29,518Mileage not verified

Market: $26,743$29,952

Comparison: 11 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

UnscoredInsufficient · 4
$29,735Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

Fair PriceRobust · 636
$29,775Mileage not verified

Market: $27,443$32,443

Comparison: 636 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Sport

Lufkin, TX

UnscoredInsufficient · 4
$29,790Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Nissan KICKS SV

Lufkin, TX

OverpricedLimited · 11
$29,952Mileage not verified

Market: $26,743$29,518

Comparison: 11 similar vehicles

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

Lufkin, TX

No Photo

2027 Honda HR-V Sport

Lufkin, TX

Fair PriceRobust · 718
$30,305Mileage not verified

Market: $27,462$40,995

Comparison: 718 similar vehicles

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

Lufkin, TX

No Photo

2027 Kia Seltos EX

Lufkin, TX

Fair PriceRobust · 177
$30,745Mileage not verified

Market: $28,806$34,448

Comparison: 177 similar vehicles

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

Lufkin, TX

No Photo

2027 Kia Seltos S

Lufkin, TX

Fair PriceRobust · 549
$30,800Mileage not verified

Market: $26,716$34,090

Comparison: 549 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Premium

Lufkin, TX

Fair PriceRobust · 115
$30,890Mileage not verified

Market: $29,574$32,480

Comparison: 115 similar vehicles

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

Lufkin, TX

No Photo

2027 Hyundai Kona SEL Premium

Lufkin, TX

Fair PriceRobust · 115
$30,890Mileage not verified

Market: $29,574$32,480

Comparison: 115 similar vehicles

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

Lufkin, TX

No Photo

2027 Chevrolet Equinox LT

Center, TX

UnscoredInsufficient · 3
$31,220185 mi

Comparison: 3 similar vehicles

Center, TX

No Photo

2027 Hyundai Kona SEL Premium

Lufkin, TX

Fair PriceRobust · 115
$31,425Mileage not verified

Market: $29,574$32,480

Comparison: 115 similar vehicles

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

Lufkin, TX

No Photo

2027 Kia Seltos EX

Lufkin, TX

Fair PriceRobust · 177
$32,245Mileage not verified

Market: $28,806$34,448

Comparison: 177 similar vehicles

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

Lufkin, TX

No Photo

2027 Honda HR-V EX-L

Lufkin, TX

Fair PriceRobust · 653
$32,355Mileage not verified

Market: $30,469$47,995

Comparison: 653 similar vehicles

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

Lufkin, TX

No Photo

2027 Kia Sportage EX

Lufkin, TX

Fair PriceRobust · 568
$33,000Mileage not verified

Market: $30,146$36,750

Comparison: 568 similar vehicles

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

Lufkin, TX

No Photo

2027 GMC Terrain Elevation

Lufkin, TX

UnscoredInsufficient · 4
$33,737322 mi

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 GMC Terrain Elevation

Lufkin, TX

UnscoredInsufficient · 4
$33,776Mileage not verified

Comparison: 4 similar vehicles

Lufkin, TX

No Photo

2027 Chevrolet Equinox LT

Jasper, TX

UnscoredLimited · 7
$33,870Mileage not verified

Comparison: 7 similar vehicles

Jasper, TX

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. Every market page surfaces these first in its deal sections, 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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