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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

115 listings found

2018 Mercedes-Benz GLE-Class GLE350

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

2018 Mercedes-Benz GLE-Class GLE350

Rancho Mirage, CA

Fair PriceRobust · 56
$15,84992,640 mi

Market: $12,500 – $21,660

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Rancho Mirage, CA

2018 Mercedes-Benz GLC AMG GLC43

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

2018 Mercedes-Benz GLC AMG GLC43

Rancho Mirage, CA

UnscoredInsufficient · 4
$18,881111,437 mi

Comparison: 4 similar vehicles

Rancho Mirage, CA

2021 Mercedes-Benz GLC GLC300

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

2021 Mercedes-Benz GLC GLC300

Rancho Mirage, CA

UnscoredLimited · 9
$20,82440,411 mi

Comparison: 9 similar vehicles

Rancho Mirage, CA

2021 Mercedes-Benz GLB Base

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

2021 Mercedes-Benz GLB Base

Rancho Mirage, CA

UnscoredInsufficient · 0
$25,92417,096 mi

Rancho Mirage, CA

2024 Mercedes-Benz C-Class Sedan C 300

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

2024 Mercedes-Benz C-Class Sedan C 300

Rancho Mirage, CA

Fair PriceRobust · 219
$36,49117,168 mi

Market: $29,999 – $43,098

Comparison: 219 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Rancho Mirage, CA

2024 Mercedes-Benz Sprinter Cargo Van Base

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

2024 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

UnscoredInsufficient · 0
$40,79322,114 mi

Rancho Mirage, CA

2025 Mercedes-Benz GLA GLA35 AMG

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

2025 Mercedes-Benz GLA GLA35 AMG

Rancho Mirage, CA

Fair PriceLimited · 12
$44,9915,207 mi

Market: $46,022 – $62,385

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 37 days listed (based on current market benchmarks)

Rancho Mirage, CA

2023 Mercedes-Benz C-Class Sedan AMG C43

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

2023 Mercedes-Benz C-Class Sedan AMG C43

Rancho Mirage, CA

UnscoredInsufficient · 0
$45,00019,905 mi

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 18
$46,9914,769 mi

Market: $41,653 – $53,610

Comparison: 18 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 18
$47,9912,834 mi

Market: $41,653 – $53,610

Comparison: 18 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 12
$48,870Mileage not verified

Market: $48,077 – $64,722

Comparison: 12 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 18
$48,9917,754 mi

Market: $41,653 – $53,610

Comparison: 18 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 21
$49,100Mileage not verified

Market: $44,602 – $54,932

Comparison: 21 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 21
$49,720Mileage not verified

Market: $44,602 – $54,932

Comparison: 21 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 18
$49,9913,642 mi

Market: $41,653 – $53,610

Comparison: 18 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 21
$50,015Mileage not verified

Market: $44,602 – $54,932

Comparison: 21 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$51,835Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$51,840Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 12
$51,895Mileage not verified

Market: $48,077 – $64,722

Comparison: 12 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$52,160Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$52,875Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$53,375Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 17
$53,440Mileage not verified

Market: $46,807 – $53,655

Comparison: 17 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

OverpricedLimited · 17
$53,655Mileage not verified

Market: $46,807 – $53,440

Comparison: 17 similar vehicles

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 20
$53,870Mileage not verified

Market: $51,637 – $61,737

Comparison: 20 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 20
$54,320Mileage not verified

Market: $51,637 – $61,737

Comparison: 20 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 20
$55,920Mileage not verified

Market: $51,637 – $61,737

Comparison: 20 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 20
$56,045Mileage not verified

Market: $51,637 – $61,737

Comparison: 20 similar vehicles

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

Rancho Mirage, CA

2025 Mercedes-Benz Sprinter Cargo Van Base

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

2025 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceRobust · 53
$56,991Mileage not verified

Market: $42,900 – $178,999

Comparison: 53 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceLimited · 12
$57,420Mileage not verified

Market: $56,707 – $65,457

Comparison: 12 similar vehicles

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

Rancho Mirage, CA

2026 Mercedes-Benz C-Class Sedan AMG C43

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

2026 Mercedes-Benz C-Class Sedan AMG C43

Rancho Mirage, CA

Great DealLimited · 19
$58,9921,779 mi

Market: $62,999 – $72,015

Comparison: 19 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Rancho Mirage, CA

No Photo

2024 Mercedes-Benz GLS Base

Rancho Mirage, CA

Fair PriceLimited · 10
$58,99441,001 mi

Market: $46,500 – $62,361

Comparison: 10 similar vehicles

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

Rancho Mirage, CA

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

Rancho Mirage, CA

Fair PriceModerate · 20
$59,070Mileage not verified

Market: $51,637 – $61,737

Comparison: 20 similar vehicles

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

Rancho Mirage, CA

2026 Mercedes-Benz E-Class E350

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

2026 Mercedes-Benz E-Class E350

Rancho Mirage, CA

Great DealRobust · 387
$59,791Mileage not verified

Market: $65,855 – $87,605

Comparison: 387 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 51 days listed (based on current market benchmarks)

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz GLC Coupe GLC 300

Rancho Mirage, CA

Fair PriceModerate · 48
$61,570Mileage not verified

Market: $62,005 – $75,685

Comparison: 48 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 3 days listed (based on current market benchmarks)

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$62,257Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

2021 Mercedes-Benz GLE Coupe GLE 63 S AMG

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

2021 Mercedes-Benz GLE Coupe GLE 63 S AMG

Rancho Mirage, CA

UnscoredInsufficient · 0
$65,88444,483 mi

Rancho Mirage, CA

2026 Mercedes-Benz E-Class E450

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

2026 Mercedes-Benz E-Class E450

Rancho Mirage, CA

UnscoredInsufficient · 0
$69,9914,370 mi

Rancho Mirage, CA

No Photo

2027 Mercedes-Benz

Rancho Mirage, CA

UnscoredInsufficient · 0
$70,140Mileage not verified

Rancho Mirage, CA

2026 Mercedes-Benz Sprinter Cargo Van Base

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

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$70,310Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

2026 Mercedes-Benz Sprinter Cargo Van Base

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

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$70,310Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$70,689Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$71,732Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

2026 Mercedes-Benz Sprinter Cargo Van Base

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

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$71,973Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$71,973Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz Sprinter Cargo Van Base

Rancho Mirage, CA

Fair PriceModerate · 22
$71,973Mileage not verified

Market: $53,362 – $82,372

Comparison: 22 similar vehicles

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

Rancho Mirage, CA

No Photo

2027 Mercedes-Benz

Rancho Mirage, CA

UnscoredInsufficient · 0
$72,188Mileage not verified

Rancho Mirage, CA

2026 Mercedes-Benz E-Class E350

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

2026 Mercedes-Benz E-Class E350

Rancho Mirage, CA

Fair PriceRobust · 387
$72,380Mileage not verified

Market: $59,791 – $87,605

Comparison: 387 similar vehicles

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

Rancho Mirage, CA

No Photo

2026 Mercedes-Benz GLC AMG GLC43

Rancho Mirage, CA

Fair PriceRobust · 110
$72,500Mileage not verified

Market: $69,867 – $80,932

Comparison: 110 similar vehicles

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

Rancho Mirage, CA

2027 Mercedes-Benz GLC Coupe Base

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

2027 Mercedes-Benz GLC Coupe Base

Rancho Mirage, CA

UnscoredInsufficient · 4
$72,860Mileage not verified

Comparison: 4 similar vehicles

Rancho Mirage, CA

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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