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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 9, 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

670 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

Atlanta, GA

UnscoredLimited · 6
$85,405Mileage not verified

Comparison: 6 similar vehicles

Atlanta, GA

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

Atlanta, GA

UnscoredLimited · 6
$85,405Mileage not verified

Comparison: 6 similar vehicles

Atlanta, GA

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

Milledgeville, GA

Fair PriceLimited · 11
$86,452Mileage not verified

Market: $85,405 – $97,295

Comparison: 11 similar vehicles

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

Milledgeville, GA

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

Atlanta, GA

UnscoredLimited · 6
$91,980Mileage not verified

Comparison: 6 similar vehicles

Atlanta, GA

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

Atlanta, GA

UnscoredLimited · 6
$92,405Mileage not verified

Comparison: 6 similar vehicles

Atlanta, GA

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

Milledgeville, GA

Fair PriceLimited · 11
$93,551Mileage not verified

Market: $85,405 – $97,295

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Milledgeville, GA

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

Milledgeville, GA

Fair PriceLimited · 11
$94,031Mileage not verified

Market: $85,405 – $97,295

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Milledgeville, GA

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

Atlanta, GA

UnscoredLimited · 6
$97,295Mileage not verified

Comparison: 6 similar vehicles

Atlanta, GA

2027 Mercedes-Benz E-Class AMG E53

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

2027 Mercedes-Benz E-Class AMG E53

Macon, GA

UnscoredLimited · 8
$116,843Mileage not verified

Comparison: 8 similar vehicles

Macon, GA

2027 Mercedes-Benz E-Class AMG E53

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

2027 Mercedes-Benz E-Class AMG E53

Duluth, GA

Fair PriceModerate · 44
$117,298Mileage not verified

Market: $96,734 – $123,930

Comparison: 44 similar vehicles

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

Duluth, GA

2027 Mercedes-Benz E-Class AMG E53

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

2027 Mercedes-Benz E-Class AMG E53

Union City, GA

Fair PriceModerate · 45
$121,504Mileage not verified

Market: $96,734 – $123,930

Comparison: 45 similar vehicles

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

Union City, GA

2027 Mercedes-Benz E-Class AMG E53

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

2027 Mercedes-Benz E-Class AMG E53

Atlanta, GA

OverpricedModerate · 45
$123,930Mileage not verified

Market: $96,734 – $121,504

Comparison: 45 similar vehicles

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

Atlanta, GA

2027 BMW M5 Touring

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

2027 BMW M5 Touring

Savannah, GA

UnscoredInsufficient · 0
$134,320Mileage not verified

Savannah, GA

2027 BMW M5 Touring

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

2027 BMW M5 Touring

Atlanta, GA

UnscoredLimited · 7
$135,374Mileage not verified

Comparison: 7 similar vehicles

Atlanta, GA

2027 BMW M5 Touring

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

2027 BMW M5 Touring

Atlanta, GA

UnscoredInsufficient · 4
$139,445Mileage not verified

Comparison: 4 similar vehicles

Atlanta, GA

2027 BMW M5 Touring

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

2027 BMW M5 Touring

Roswell, GA

UnscoredInsufficient · 4
$143,523Mileage not verified

Comparison: 4 similar vehicles

Roswell, GA

2027 BMW M5 Touring

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

2027 BMW M5 Touring

Atlanta, GA

UnscoredInsufficient · 4
$145,925Mileage not verified

Comparison: 4 similar vehicles

Atlanta, GA

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

Martinez, GA

UnscoredLimited · 8
$48,2636,056 mi

Comparison: 8 similar vehicles

Martinez, GA

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

Alpharetta, GA

UnscoredInsufficient · 4
$52,334Mileage not verified

Comparison: 4 similar vehicles

Alpharetta, GA

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

Alpharetta, GA

UnscoredInsufficient · 4
$53,078Mileage not verified

Comparison: 4 similar vehicles

Alpharetta, GA

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

Alpharetta, GA

UnscoredInsufficient · 4
$54,0512,000 mi

Comparison: 4 similar vehicles

Alpharetta, GA

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

Alpharetta, GA

UnscoredInsufficient · 4
$54,051Mileage not verified

Comparison: 4 similar vehicles

Alpharetta, GA

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

Macon, GA

UnscoredLimited · 7
$56,443Mileage not verified

Comparison: 7 similar vehicles

Macon, GA

2026 Volvo V60 Cross Country Ultra

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

2026 Volvo V60 Cross Country Ultra

Alpharetta, GA

UnscoredInsufficient · 0
$56,849Mileage not verified

Alpharetta, GA

2026 Volvo V60 Cross Country Ultra

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

2026 Volvo V60 Cross Country Ultra

Alpharetta, GA

UnscoredInsufficient · 3
$61,2242,000 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Duluth, GA

UnscoredInsufficient · 0
$76,8935,654 mi

Duluth, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Atlanta, GA

UnscoredLimited · 5
$82,980Mileage not verified

Comparison: 5 similar vehicles

Atlanta, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Atlanta, GA

UnscoredLimited · 5
$82,980Mileage not verified

Comparison: 5 similar vehicles

Atlanta, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Atlanta, GA

UnscoredLimited · 5
$82,980Mileage not verified

Comparison: 5 similar vehicles

Atlanta, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Atlanta, GA

UnscoredLimited · 5
$88,499Mileage not verified

Comparison: 5 similar vehicles

Atlanta, GA

2026 Mercedes-Benz E-Class E450 All-Terrain

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

2026 Mercedes-Benz E-Class E450 All-Terrain

Duluth, GA

UnscoredInsufficient · 4
$96,023Mileage not verified

Comparison: 4 similar vehicles

Duluth, GA

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

Watkinsville, GA

UnscoredInsufficient · 3
$107,796Mileage not verified

Comparison: 3 similar vehicles

Watkinsville, GA

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

Atlanta, GA

Fair PriceRobust · 56
$108,770Mileage not verified

Market: $96,135 – $120,943

Comparison: 56 similar vehicles

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

Atlanta, GA

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

Atlanta, GA

Fair PriceRobust · 56
$111,120Mileage not verified

Market: $96,135 – $120,943

Comparison: 56 similar vehicles

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

Atlanta, GA

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

Watkinsville, GA

UnscoredInsufficient · 3
$111,976Mileage not verified

Comparison: 3 similar vehicles

Watkinsville, GA

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

Atlanta, GA

Fair PriceRobust · 56
$113,235Mileage not verified

Market: $96,135 – $120,943

Comparison: 56 similar vehicles

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

Atlanta, GA

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

Duluth, GA

Fair PriceRobust · 55
$113,758Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Duluth, GA

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

Duluth, GA

Fair PriceRobust · 55
$114,323Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Duluth, GA

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

Atlanta, GA

Fair PriceRobust · 56
$114,665Mileage not verified

Market: $96,135 – $120,943

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Atlanta, GA

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

Duluth, GA

Fair PriceRobust · 55
$114,785Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 150 days listed (based on current market benchmarks)

Duluth, GA

2026 BMW M5 Touring

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

2026 BMW M5 Touring

Roswell, GA

UnscoredInsufficient · 0
$114,9588,140 mi

Roswell, GA

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

Duluth, GA

Fair PriceRobust · 55
$115,908Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Duluth, GA

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

Duluth, GA

Fair PriceRobust · 55
$116,413Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Duluth, GA

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

Albany, GA

Fair PriceRobust · 69
$117,120Mileage not verified

Market: $96,135 – $120,943

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Albany, GA

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

Duluth, GA

Fair PriceRobust · 55
$117,405Mileage not verified

Market: $96,135 – $120,943

Comparison: 55 similar vehicles

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

Duluth, GA

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

Atlanta, GA

Fair PriceRobust · 56
$119,210Mileage not verified

Market: $96,135 – $120,943

Comparison: 56 similar vehicles

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

Atlanta, GA

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

Duluth, GA

OverpricedRobust · 55
$119,845Mileage not verified

Market: $96,135 – $119,210

Comparison: 55 similar vehicles

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

Duluth, GA

2026 BMW M5 Touring

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

2026 BMW M5 Touring

Marietta, GA

UnscoredInsufficient · 0
$122,0002,777 mi

Marietta, GA

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Dawsonville, GA

Fair PriceRobust · 205
$23,71276,399 mi

Market: $21,859 – $34,890

Comparison: 205 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Dawsonville, GA

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Norcross, GA

Fair PriceRobust · 175
$23,99849,437 mi

Market: $21,859 – $34,890

Comparison: 175 similar vehicles

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

Norcross, GA

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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