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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 its local comparable market, 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 local 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 · August 29, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Local + regional

Comparable analysis

3.1M new·2.7M used·Processed daily

Cited in Wall Street sell-side equity research, April 2026

Or explore the market

9,097 listings found

No Photo

2027 Honda HR-V LX

Midland, TX

UnscoredInsufficient · 0
$3,2501,364 mi

Comparison scope: Midland, TX area

Midland, TX

No Photo

2027 Nissan Sentra S

Midland, TX

UnscoredLimited · 6
$24,350Mileage not verified

Comparison: 6 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan KICKS S

Midland, TX

UnscoredLimited · 7
$24,620Mileage not verified

Comparison: 7 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan KICKS S

Odessa, TX

UnscoredLimited · 7
$24,620Mileage not verified

Comparison: 7 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan KICKS S

Midland, TX

UnscoredLimited · 7
$24,620Mileage not verified

Comparison: 7 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport S

Odessa, TX

UnscoredLimited · 6
$24,745Mileage not verified

Comparison: 6 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan Sentra S

Odessa, TX

UnscoredInsufficient · 4
$24,890Mileage not verified

Comparison: 4 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan Sentra S

Midland, TX

UnscoredLimited · 6
$24,920Mileage not verified

Comparison: 6 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan KICKS S

Odessa, TX

UnscoredLimited · 7
$25,110Mileage not verified

Comparison: 7 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan KICKS S

Midland, TX

UnscoredLimited · 7
$25,110Mileage not verified

Comparison: 7 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan KICKS S

Odessa, TX

UnscoredLimited · 7
$25,150Mileage not verified

Comparison: 7 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan Sentra SV

Midland, TX

UnscoredLimited · 5
$25,340Mileage not verified

Comparison: 5 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan Sentra S

Midland, TX

UnscoredLimited · 6
$25,520Mileage not verified

Comparison: 6 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan Sentra SV

Odessa, TX

UnscoredInsufficient · 3
$25,740Mileage not verified

Comparison: 3 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Great DealLimited · 17
$25,870Mileage not verified

Market: $26,635$28,565

Comparison: 17 similar vehicles in Midland, TX area

Competitively priced ~3% below the typical range in the Midland market compared to similar vehicles · 10 days listed (based on current market benchmarks)

Midland, TX

No Photo

2027 Nissan Sentra SV

Odessa, TX

UnscoredInsufficient · 3
$26,250Mileage not verified

Comparison: 3 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$26,635Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

Fairly priced — in line with the typical market range in the Midland market for similar vehicles · 51 days listed (based on current market benchmarks)

Midland, TX

No Photo

2027 Nissan Sentra SV

Odessa, TX

UnscoredInsufficient · 3
$26,730Mileage not verified

Comparison: 3 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,335Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,335Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,335Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,335Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,335Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,540Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

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

Midland, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,540Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

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

Midland, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,540Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

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

Midland, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,540Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

Fairly priced — in line with the typical market range in the Midland market for similar vehicles · 9 days listed (based on current market benchmarks)

Midland, TX

No Photo

2027 Nissan Sentra SR

Midland, TX

UnscoredLimited · 5
$27,590Mileage not verified

Comparison: 5 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan Sentra SR

Midland, TX

UnscoredInsufficient · 3
$27,590Mileage not verified

Comparison: 3 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,730Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,795Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

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

Midland, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Mitsubishi Outlander Sport ES

Odessa, TX

Fair PriceLimited · 10
$27,875Mileage not verified

Market: $27,875$28,470

Comparison: 10 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Nissan Sentra SV

Odessa, TX

UnscoredInsufficient · 3
$27,875Mileage not verified

Comparison: 3 similar vehicles in Odessa, TX area

Odessa, TX

No Photo

2027 Nissan KICKS SV

Midland, TX

Fair PriceLimited · 17
$27,885Mileage not verified

Market: $25,870$28,565

Comparison: 17 similar vehicles in Midland, TX area

Fairly priced — in line with the typical market range in the Midland market for similar vehicles · 51 days listed (based on current market benchmarks)

Midland, TX

No Photo

2027 Mitsubishi Outlander Sport LE

Odessa, TX

Fair PriceLimited · 13
$27,930Mileage not verified

Market: $27,335$29,430

Comparison: 13 similar vehicles in Odessa, TX area

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

Odessa, TX

No Photo

2027 Honda HR-V LX

Midland, TX

UnscoredInsufficient · 3
$28,050Mileage not verified

Comparison: 3 similar vehicles in Midland, TX area

Midland, TX

No Photo

2027 Nissan Sentra SR

Odessa, TX

UnscoredInsufficient · 3
$28,090Mileage not verified

Comparison: 3 similar vehicles in Odessa, TX area

Odessa, 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 local comparable vehicles; days-on-lot velocity is shown as a separate demand signal, not a ranking input. Great Deal means priced below the comparable-range floor by a meaningful margin (OAV's minimum-gap rule); a listing below the floor by less than that margin — or within the range — is Fair Price.
Which vehicles are priced below market?
Vehicles flagged as undervalued are priced below the typical range for comparable cars. The "Top Deals" section on every market page surfaces these first, with the percentage gap from the typical range shown per listing.
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 undervalued compared with local comparables?
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 used only as context that can withhold a verdict on extreme-mileage vehicles rather than adjust the comparable prices. Undervalued listings price below the typical comparable range and are surfaced as Great Deals.

How OAV works

How does OAV rate vehicle deals?
OAV evaluates every eligible listing against similar vehicles currently available in the local and regional market. Each listing is rated a Great Deal (priced below comparable listings), Fair Price (priced within the typical range), or Overpriced (priced above comparable listings). Vehicles without sufficient comparable evidence remain 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?
OAV's inventory standardization and Price-to-Market analysis is protected by U.S. Patent No. 12,236,477. The 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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Independent, evidence-backed pricing intelligence for every major US metro

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