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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

84 listings found

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Ann Arbor, MI

UnscoredLimited · 10
$6,964131,358 mi

Comparison: 10 similar vehicles

Ann Arbor, MI

2005 Mercedes-Benz E-Class E320 4Matic

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

2005 Mercedes-Benz E-Class E320 4Matic

Ann Arbor, MI

UnscoredInsufficient · 0
$9,97299,062 mi

Ann Arbor, MI

2019 Mercedes-Benz Metris Cargo Van Base

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

2019 Mercedes-Benz Metris Cargo Van Base

Ann Arbor, MI

UnscoredInsufficient · 0
$12,995127,049 mi

Ann Arbor, MI

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Ann Arbor, MI

Fair PriceModerate · 44
$15,50072,534 mi

Market: $7,436 – $19,540

Comparison: 44 similar vehicles

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

Ann Arbor, MI

2017 Mercedes-Benz CLA CLA250

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

2017 Mercedes-Benz CLA CLA250

Ann Arbor, MI

UnscoredInsufficient · 0
$15,98842,867 mi

Ann Arbor, MI

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Ann Arbor, MI

Fair PriceModerate · 41
$17,93971,444 mi

Market: $9,995 – $18,990

Comparison: 41 similar vehicles

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

Ann Arbor, MI

2017 Mercedes-Benz E-Class E400

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

2017 Mercedes-Benz E-Class E400

Ann Arbor, MI

UnscoredLimited · 8
$23,89992,570 mi

Comparison: 8 similar vehicles

Ann Arbor, MI

2024 Mercedes-Benz GLC GLC300

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

2024 Mercedes-Benz GLC GLC300

Ann Arbor, MI

UnscoredInsufficient · 0
$26,27565,727 mi

Ann Arbor, MI

2025 Mercedes-Benz CLA 250

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

2025 Mercedes-Benz CLA 250

Ann Arbor, MI

UnscoredLimited · 8
$26,53756,691 mi

Comparison: 8 similar vehicles

Ann Arbor, MI

2020 Mercedes-Benz GLE GLE350

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

2020 Mercedes-Benz GLE GLE350

Ann Arbor, MI

Fair PriceLimited · 14
$28,89946,028 mi

Market: $27,778 – $33,412

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Ann Arbor, MI

2022 Mercedes-Benz C-Class Sedan C 300

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

2022 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

UnscoredLimited · 6
$30,69537,768 mi

Comparison: 6 similar vehicles

Ann Arbor, MI

2023 Mercedes-Benz C-Class Sedan C 300

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

2023 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

OverpricedModerate · 28
$34,30233,203 mi

Market: $29,438 – $33,998

Comparison: 28 similar vehicles

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

Ann Arbor, MI

2023 Mercedes-Benz GLC Coupe GLC300

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

2023 Mercedes-Benz GLC Coupe GLC300

Ann Arbor, MI

UnscoredInsufficient · 0
$37,56955,360 mi

Ann Arbor, MI

2022 Mercedes-Benz GLE GLE350

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

2022 Mercedes-Benz GLE GLE350

Ann Arbor, MI

OverpricedModerate · 26
$42,89928,839 mi

Market: $36,995 – $42,296

Comparison: 26 similar vehicles

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

Ann Arbor, MI

2022 Mercedes-Benz GLS GLS450

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

2022 Mercedes-Benz GLS GLS450

Ann Arbor, MI

Fair PriceModerate · 31
$43,16962,205 mi

Market: $32,238 – $88,866

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Ann Arbor, MI

2023 Mercedes-Benz GLE AMG GLE 53

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

2023 Mercedes-Benz GLE AMG GLE 53

Ann Arbor, MI

UnscoredInsufficient · 0
$45,53563,737 mi

Ann Arbor, MI

2026 Mercedes-Benz CLA 250

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

2026 Mercedes-Benz CLA 250

Ann Arbor, MI

UnscoredInsufficient · 3
$46,2996,640 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2024 Mercedes-Benz GLE GLE350

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

2024 Mercedes-Benz GLE GLE350

Ann Arbor, MI

Fair PriceModerate · 49
$47,14030,538 mi

Market: $42,415 – $88,866

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Ann Arbor, MI

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Ann Arbor, MI

Fair PriceModerate · 23
$49,159Mileage not verified

Market: $48,385 – $54,719

Comparison: 23 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$49,434Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

UnscoredLimited · 5
$49,5741,005 mi

Comparison: 5 similar vehicles

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$50,134Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$50,174Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

UnscoredLimited · 6
$50,1891,005 mi

Comparison: 6 similar vehicles

Ann Arbor, MI

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Ann Arbor, MI

Fair PriceModerate · 23
$50,379Mileage not verified

Market: $48,385 – $54,719

Comparison: 23 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$50,509Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Ann Arbor, MI

2024 Mercedes-Benz GLC AMG GLC43

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

2024 Mercedes-Benz GLC AMG GLC43

Ann Arbor, MI

UnscoredInsufficient · 3
$50,78018,954 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$50,924Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLA 250

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

2026 Mercedes-Benz GLA 250

Ann Arbor, MI

Fair PriceRobust · 56
$51,059Mileage not verified

Market: $46,080 – $56,177

Comparison: 56 similar vehicles

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

Ann Arbor, MI

2024 Mercedes-Benz GLE GLE350

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

2024 Mercedes-Benz GLE GLE350

Ann Arbor, MI

OverpricedModerate · 36
$51,16925,435 mi

Market: $43,438 – $50,879

Comparison: 36 similar vehicles

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

Ann Arbor, MI

2025 Mercedes-Benz GLE GLE350

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

2025 Mercedes-Benz GLE GLE350

Ann Arbor, MI

Fair PriceModerate · 48
$52,89914,576 mi

Market: $42,888 – $88,866

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLB 250

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

2026 Mercedes-Benz GLB 250

Ann Arbor, MI

Fair PriceLimited · 18
$53,544Mileage not verified

Market: $52,784 – $54,057

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLB 250

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

2026 Mercedes-Benz GLB 250

Ann Arbor, MI

Fair PriceLimited · 18
$53,579Mileage not verified

Market: $52,784 – $54,057

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz C-Class Sedan C 300

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

2026 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

Fair PriceModerate · 25
$54,2841,005 mi

Market: $50,858 – $57,784

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz C-Class Sedan C 300

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

2026 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

Fair PriceModerate · 25
$54,284Mileage not verified

Market: $50,858 – $57,784

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 197 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz C-Class Sedan C 300

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

2026 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

Fair PriceModerate · 26
$54,3545,779 mi

Market: $50,858 – $57,784

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 364 days listed (based on current market benchmarks)

Ann Arbor, MI

2027 Mercedes-Benz CLA Base

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

2027 Mercedes-Benz CLA Base

Ann Arbor, MI

OverpricedModerate · 22
$54,719Mileage not verified

Market: $48,385 – $52,850

Comparison: 22 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceRobust · 63
$55,1691,005 mi

Market: $52,000 – $58,534

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceRobust · 62
$55,2997,045 mi

Market: $52,000 – $58,534

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Ann Arbor, MI

2024 Mercedes-Benz GLE GLE450

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

2024 Mercedes-Benz GLE GLE450

Ann Arbor, MI

UnscoredInsufficient · 4
$55,29947,249 mi

Comparison: 4 similar vehicles

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceRobust · 62
$55,7841,005 mi

Market: $52,000 – $58,534

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 323 days listed (based on current market benchmarks)

Ann Arbor, MI

2023 Mercedes-Benz GLS GLS450

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

2023 Mercedes-Benz GLS GLS450

Ann Arbor, MI

Fair PriceLimited · 15
$56,29932,362 mi

Market: $51,936 – $88,866

Comparison: 15 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceRobust · 63
$56,7841,005 mi

Market: $52,000 – $58,534

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 323 days listed (based on current market benchmarks)

Ann Arbor, MI

2027 Mercedes-Benz GLC Base

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

2027 Mercedes-Benz GLC Base

Ann Arbor, MI

UnscoredLimited · 16
$57,0041,005 mi

Comparison: 16 similar vehicles

Ann Arbor, MI

2027 Mercedes-Benz GLC Base

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

2027 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceLimited · 16
$57,5841,005 mi

Market: $57,004 – $60,834

Comparison: 16 similar vehicles

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

Ann Arbor, MI

2026 Mercedes-Benz C-Class Sedan C 300

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

2026 Mercedes-Benz C-Class Sedan C 300

Ann Arbor, MI

Fair PriceModerate · 27
$57,784Mileage not verified

Market: $55,300 – $62,177

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 215 days listed (based on current market benchmarks)

Ann Arbor, MI

2025 Mercedes-Benz GLE GLE450E

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

2025 Mercedes-Benz GLE GLE450E

Ann Arbor, MI

UnscoredLimited · 7
$57,90229,685 mi

Comparison: 7 similar vehicles

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceRobust · 62
$58,2491,005 mi

Market: $52,000 – $58,534

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 290 days listed (based on current market benchmarks)

Ann Arbor, MI

2026 Mercedes-Benz GLC Base

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

2026 Mercedes-Benz GLC Base

Ann Arbor, MI

OverpricedRobust · 63
$58,5341,005 mi

Market: $52,000 – $58,249

Comparison: 63 similar vehicles

Ann Arbor, MI

2027 Mercedes-Benz GLC Base

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

2027 Mercedes-Benz GLC Base

Ann Arbor, MI

Fair PriceLimited · 16
$59,4191,005 mi

Market: $57,004 – $60,834

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Ann Arbor, MI

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

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 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, and exports.
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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