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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 8, 2026

5.9M+

Unique vehicles analyzed

as of October 8, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

206 listings found

2027 Mercedes-Benz E-Class E450 All-Terrain

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

2027 Mercedes-Benz E-Class E450 All-Terrain

Huntsville, AL

UnscoredLimited · 9
$88,899Mileage not verified

Comparison: 9 similar vehicles

Huntsville, AL

2026 Volvo V60 Cross Country Plus

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

2026 Volvo V60 Cross Country Plus

Montgomery, AL

UnscoredLimited · 9
$53,898Mileage not verified

Comparison: 9 similar vehicles

Montgomery, AL

2026 Mercedes-Benz E-Class AMG E53

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

2026 Mercedes-Benz E-Class AMG E53

Birmingham, AL

Fair PriceRobust · 67
$116,014Mileage not verified

Market: $96,135 – $122,434

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Birmingham, AL

2026 Mercedes-Benz E-Class AMG E53

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

2026 Mercedes-Benz E-Class AMG E53

Tuscaloosa, AL

OverpricedLimited · 13
$122,434Mileage not verified

Market: $98,317 – $116,014

Comparison: 13 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Tuscaloosa, AL

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Tuscaloosa, AL

Fair PriceRobust · 61
$24,689111,675 mi

Market: $21,859 – $32,690

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Tuscaloosa, AL

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Mobile, AL

Fair PriceModerate · 36
$24,99087,314 mi

Market: $24,689 – $32,690

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Mobile, AL

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Bessemer, AL

Fair PriceRobust · 74
$26,99041,952 mi

Market: $21,859 – $33,991

Comparison: 74 similar vehicles

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

Bessemer, AL

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Prattville, AL

Fair PriceModerate · 41
$29,38513,506 mi

Market: $27,299 – $38,690

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Prattville, AL

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Birmingham, AL

Fair PriceRobust · 58
$30,49542,268 mi

Market: $26,990 – $38,690

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Birmingham, AL

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Mobile, AL

Fair PriceModerate · 23
$30,50046,060 mi

Market: $23,300 – $40,396

Comparison: 23 similar vehicles

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

Mobile, AL

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Mobile, AL

Fair PriceModerate · 35
$30,6888,699 mi

Market: $24,689 – $32,690

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Mobile, AL

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Montgomery, AL

OverpricedRobust · 79
$32,6904,610 mi

Market: $21,859 – $32,531

Comparison: 79 similar vehicles

Montgomery, AL

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Hoover, AL

UnscoredInsufficient · 3
$32,99813,566 mi

Comparison: 3 similar vehicles

Hoover, AL

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Hoover, AL

UnscoredInsufficient · 4
$32,99818,788 mi

Comparison: 4 similar vehicles

Hoover, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Bessemer, AL

Fair PriceModerate · 38
$33,45445,548 mi

Market: $31,513 – $40,436

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Bessemer, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Albertville, AL

Fair PriceModerate · 47
$33,97028,471 mi

Market: $31,513 – $40,436

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Albertville, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Birmingham, AL

Fair PriceModerate · 44
$34,00024,307 mi

Market: $31,513 – $40,436

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Birmingham, AL

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Opelika, AL

Fair PriceRobust · 158
$34,75025,022 mi

Market: $23,300 – $40,396

Comparison: 158 similar vehicles

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

Opelika, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Enterprise, AL

Fair PriceModerate · 41
$35,13619,673 mi

Market: $33,454 – $39,690

Comparison: 41 similar vehicles

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

Enterprise, AL

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Montgomery, AL

Fair PriceModerate · 49
$35,69021,589 mi

Market: $27,299 – $38,690

Comparison: 49 similar vehicles

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

Montgomery, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Montgomery, AL

Fair PriceRobust · 52
$36,69028,650 mi

Market: $31,513 – $39,690

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Montgomery, AL

2025 Subaru Outback Touring

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

2025 Subaru Outback Touring

Bay Minette, AL

Fair PriceLimited · 13
$36,78716,228 mi

Market: $28,917 – $40,385

Comparison: 13 similar vehicles

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

Bay Minette, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Foley, AL

Fair PriceLimited · 17
$37,39117,833 mi

Market: $35,136 – $39,690

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Foley, AL

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Montgomery, AL

Fair PriceRobust · 121
$37,6902,642 mi

Market: $23,300 – $40,396

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 161 days listed (based on current market benchmarks)

Montgomery, AL

2025 Subaru Outback Touring

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

2025 Subaru Outback Touring

Montgomery, AL

Fair PriceRobust · 59
$38,07312,242 mi

Market: $28,917 – $40,998

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Montgomery, AL

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Montgomery, AL

OverpricedModerate · 49
$38,6903,455 mi

Market: $27,299 – $36,964

Comparison: 49 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Montgomery, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Sylacauga, AL

Fair PriceRobust · 53
$38,9665,836 mi

Market: $31,513 – $39,690

Comparison: 53 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Sylacauga, AL

2025 Subaru Outback Touring

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

2025 Subaru Outback Touring

Bessemer, AL

Fair PriceRobust · 67
$38,9906,510 mi

Market: $30,200 – $40,998

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Bessemer, AL

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Montgomery, AL

OverpricedRobust · 52
$39,6902,518 mi

Market: $31,513 – $39,157

Comparison: 52 similar vehicles

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

Montgomery, AL

2025 Subaru Outback Touring

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

2025 Subaru Outback Touring

Huntsville, AL

OverpricedRobust · 142
$40,99811,251 mi

Market: $30,200 – $40,736

Comparison: 142 similar vehicles

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

Huntsville, AL

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Mobile, AL

Great DealModerate · 22
$21,990104,436 mi

Market: $22,920 – $32,900

Comparison: 22 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 61 days listed (based on current market benchmarks)

Mobile, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Pelham, AL

UnscoredInsufficient · 3
$22,29488,215 mi

Comparison: 3 similar vehicles

Pelham, AL

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Birmingham, AL

Fair PriceRobust · 185
$22,62598,153 mi

Market: $22,920 – $33,998

Comparison: 185 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 477 days listed (based on current market benchmarks)

Birmingham, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Pelham, AL

UnscoredInsufficient · 3
$24,54973,272 mi

Comparison: 3 similar vehicles

Pelham, AL

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Cottondale, AL

Fair PriceRobust · 102
$24,90029,688 mi

Market: $21,990 – $33,998

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Cottondale, AL

2024 Subaru Outback Wilderness

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

2024 Subaru Outback Wilderness

Birmingham, AL

UnscoredInsufficient · 4
$25,99869,615 mi

Comparison: 4 similar vehicles

Birmingham, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Bessemer, AL

Fair PriceRobust · 93
$26,59043,709 mi

Market: $17,399 – $29,998

Comparison: 93 similar vehicles

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

Bessemer, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Montgomery, AL

Fair PriceRobust · 93
$27,49525,186 mi

Market: $20,628 – $29,998

Comparison: 93 similar vehicles

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

Montgomery, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Mobile, AL

Fair PriceLimited · 14
$28,14336,106 mi

Market: $21,977 – $28,690

Comparison: 14 similar vehicles

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

Mobile, AL

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Montgomery, AL

Fair PriceRobust · 82
$28,69023,600 mi

Market: $20,628 – $29,998

Comparison: 82 similar vehicles

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

Montgomery, AL

2024 Subaru Outback Onyx Edition

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

2024 Subaru Outback Onyx Edition

Pelham, AL

Fair PriceRobust · 74
$28,88940,870 mi

Market: $24,916 – $32,572

Comparison: 74 similar vehicles

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

Pelham, AL

2024 Subaru Outback Onyx Edition

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

2024 Subaru Outback Onyx Edition

Mobile, AL

Fair PriceModerate · 21
$28,99530,746 mi

Market: $29,199 – $34,396

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 28 days listed (based on current market benchmarks)

Mobile, AL

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Cullman, AL

Fair PriceRobust · 154
$28,99951,848 mi

Market: $22,625 – $33,998

Comparison: 154 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Cullman, AL

2024 Subaru Outback Onyx Edition

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

2024 Subaru Outback Onyx Edition

Foley, AL

Fair PriceLimited · 17
$29,19927,947 mi

Market: $28,995 – $34,396

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Foley, AL

2024 Subaru Outback Onyx Edition

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

2024 Subaru Outback Onyx Edition

Mobile, AL

UnscoredInsufficient · 4
$29,81725,137 mi

Comparison: 4 similar vehicles

Mobile, AL

2024 Subaru Outback Touring

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

2024 Subaru Outback Touring

Tuscaloosa, AL

Fair PriceModerate · 28
$30,99833,456 mi

Market: $26,945 – $37,738

Comparison: 28 similar vehicles

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

Tuscaloosa, AL

2024 Volvo V60 Cross Country Plus

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

2024 Volvo V60 Cross Country Plus

Prattville, AL

UnscoredInsufficient · 0
$31,00026,858 mi

Prattville, AL

2024 Subaru Outback Touring

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

2024 Subaru Outback Touring

Atmore, AL

Fair PriceLimited · 16
$32,17932,386 mi

Market: $26,945 – $35,389

Comparison: 16 similar vehicles

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

Atmore, AL

2024 Subaru Outback Touring

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

2024 Subaru Outback Touring

Montgomery, AL

Fair PriceRobust · 54
$32,31123,965 mi

Market: $27,588 – $37,998

Comparison: 54 similar vehicles

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

Montgomery, AL

2024 Subaru Outback Wilderness

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

2024 Subaru Outback Wilderness

Opelika, AL

Fair PriceRobust · 104
$34,75017,045 mi

Market: $24,878 – $36,396

Comparison: 104 similar vehicles

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

Opelika, AL

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, 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. 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 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 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.

Related questions

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