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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

144 listings found

2001 Mercedes-Benz S-Class S500

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

2001 Mercedes-Benz S-Class S500

Franklin, TN

UnscoredInsufficient · 0
$5,000219,337 mi

Franklin, TN

2019 Mercedes-Benz C-Class Sedan C300

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

2019 Mercedes-Benz C-Class Sedan C300

Franklin, TN

Great DealModerate · 20
$13,399100,485 mi

Market: $14,790 – $21,689

Comparison: 20 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 73 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceLimited · 14
$15,485103,783 mi

Market: $12,887 – $22,287

Comparison: 14 similar vehicles

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

Franklin, TN

2011 Mercedes-Benz E-Class E550

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

2011 Mercedes-Benz E-Class E550

Franklin, TN

UnscoredInsufficient · 0
$15,98157,932 mi

Franklin, TN

2016 Mercedes-Benz GLA-Class GLA250

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

2016 Mercedes-Benz GLA-Class GLA250

Franklin, TN

UnscoredInsufficient · 4
$15,99887,109 mi

Comparison: 4 similar vehicles

Franklin, TN

2017 Mercedes-Benz GLS-Class GLS450

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

2017 Mercedes-Benz GLS-Class GLS450

Franklin, TN

UnscoredLimited · 6
$18,40378,870 mi

Comparison: 6 similar vehicles

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 0
$18,47532,902 mi

Franklin, TN

1984 Mercedes-Benz 380

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

1984 Mercedes-Benz 380

Franklin, TN

UnscoredInsufficient · 0
$18,98165,978 mi

Franklin, TN

2013 Mercedes-Benz E-Class E350 Sport

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

2013 Mercedes-Benz E-Class E350 Sport

Franklin, TN

UnscoredInsufficient · 0
$19,34942,487 mi

Franklin, TN

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

Franklin, TN

Fair PriceLimited · 12
$19,99480,583 mi

Market: $19,990 – $27,282

Comparison: 12 similar vehicles

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

Franklin, TN

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Franklin, TN

UnscoredInsufficient · 0
$24,46629,149 mi

Franklin, TN

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

Franklin, TN

Great DealLimited · 11
$27,79740,500 mi

Market: $31,998 – $37,351

Comparison: 11 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 37 days listed (based on current market benchmarks)

Franklin, TN

2023 Mercedes-Benz GLE GLE350

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

2023 Mercedes-Benz GLE GLE350

Franklin, TN

Great DealModerate · 21
$28,39399,280 mi

Market: $32,699 – $39,999

Comparison: 21 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 73 days listed (based on current market benchmarks)

Franklin, TN

2020 Mercedes-Benz GLS GLS450

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

2020 Mercedes-Benz GLS GLS450

Franklin, TN

Fair PriceLimited · 14
$28,80684,536 mi

Market: $24,900 – $35,789

Comparison: 14 similar vehicles

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

Franklin, TN

2022 Mercedes-Benz E-Class E350

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

2022 Mercedes-Benz E-Class E350

Franklin, TN

UnscoredInsufficient · 0
$29,39964,412 mi

Franklin, TN

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

Franklin, TN

Fair PriceLimited · 14
$32,99842,793 mi

Market: $27,797 – $37,351

Comparison: 14 similar vehicles

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

Franklin, TN

2015 Mercedes-Benz S-Class S63 AMG

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

2015 Mercedes-Benz S-Class S63 AMG

Franklin, TN

UnscoredInsufficient · 4
$33,90080,500 mi

Comparison: 4 similar vehicles

Franklin, TN

2025 Mercedes-Benz GLB Base

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

2025 Mercedes-Benz GLB Base

Franklin, TN

UnscoredLimited · 8
$34,03913,321 mi

Comparison: 8 similar vehicles

Franklin, TN

2022 Mercedes-Benz GLE GLE450

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

2022 Mercedes-Benz GLE GLE450

Franklin, TN

UnscoredInsufficient · 3
$35,38361,817 mi

Comparison: 3 similar vehicles

Franklin, TN

2025 Mercedes-Benz C-Class Sedan C 300

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

2025 Mercedes-Benz C-Class Sedan C 300

Franklin, TN

UnscoredLimited · 7
$35,79914,469 mi

Comparison: 7 similar vehicles

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 3
$35,80051,978 mi

Comparison: 3 similar vehicles

Franklin, TN

2023 Mercedes-Benz EQE SUV Base

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

2023 Mercedes-Benz EQE SUV Base

Franklin, TN

UnscoredLimited · 7
$36,99823,953 mi

Comparison: 7 similar vehicles

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 4
$38,27311,211 mi

Comparison: 4 similar vehicles

Franklin, TN

2021 Mercedes-Benz GLE AMG GLE 53

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

2021 Mercedes-Benz GLE AMG GLE 53

Franklin, TN

UnscoredInsufficient · 3
$40,20865,847 mi

Comparison: 3 similar vehicles

Franklin, TN

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

Franklin, TN

UnscoredLimited · 5
$40,79952,862 mi

Comparison: 5 similar vehicles

Franklin, TN

2023 Mercedes-Benz E-Class E350

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

2023 Mercedes-Benz E-Class E350

Franklin, TN

UnscoredInsufficient · 0
$42,5819,716 mi

Franklin, TN

2023 Mercedes-Benz GLE GLE350

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

2023 Mercedes-Benz GLE GLE350

Franklin, TN

UnscoredLimited · 9
$45,47121,817 mi

Comparison: 9 similar vehicles

Franklin, TN

2023 Mercedes-Benz GLC Coupe AMG GLC43

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

2023 Mercedes-Benz GLC Coupe AMG GLC43

Franklin, TN

UnscoredInsufficient · 0
$46,39151,012 mi

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 0
$46,49634,593 mi

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 0
$46,99827,440 mi

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$47,000Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Franklin, TN

2023 Mercedes-Benz E-Class E450 All-Terrain

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

2023 Mercedes-Benz E-Class E450 All-Terrain

Franklin, TN

UnscoredInsufficient · 0
$47,31859,086 mi

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$48,495Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$49,440Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$49,760Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

UnscoredLimited · 8
$50,645Mileage not verified

Comparison: 8 similar vehicles

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$50,694Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$50,694Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$50,940Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$50,994Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 33
$51,335Mileage not verified

Market: $44,510 – $53,289

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 164 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 3
$51,80042,409 mi

Comparison: 3 similar vehicles

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$51,860Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

UnscoredInsufficient · 0
$51,97715,328 mi

Franklin, TN

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

Franklin, TN

Fair PriceRobust · 51
$51,9985,457 mi

Market: $45,950 – $65,789

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$53,144Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$53,444Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceModerate · 30
$53,444Mileage not verified

Market: $50,209 – $56,415

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Franklin, TN

2024 Mercedes-Benz E-Class E350

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

2024 Mercedes-Benz E-Class E350

Franklin, TN

Fair PriceModerate · 27
$54,59318,749 mi

Market: $43,704 – $55,936

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Franklin, TN

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

Franklin, TN

Fair PriceRobust · 85
$54,980Mileage not verified

Market: $54,434 – $65,420

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Franklin, TN

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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