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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 · November 4, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

413 listings found

2021 Ford Mustang Mach-E Select AWD

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

2021 Ford Mustang Mach-E Select AWD

Flint, MI

UnscoredInsufficient · 0
$19,27586,889 mi

Flint, MI

2022 Ford Mustang Mach-E Select RWD

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

2022 Ford Mustang Mach-E Select RWD

Troy, MI

UnscoredInsufficient · 0
$19,67094,625 mi

Troy, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

New Haven, MI

Salvage title
$19,99529,973 mi

New Haven, MI

2021 Ford Mustang Mach-E Premium AWD

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

2021 Ford Mustang Mach-E Premium AWD

Davison, MI

UnscoredInsufficient · 3
$21,99975,951 mi

Comparison: 3 similar vehicles

Davison, MI

2022 Ford Mustang Mach-E Select RWD

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

2022 Ford Mustang Mach-E Select RWD

Detroit, MI

UnscoredInsufficient · 0
$22,90268,483 mi

Detroit, MI

2023 Ford E-Transit Cargo Van Base

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

2023 Ford E-Transit Cargo Van Base

Grandville, MI

UnscoredInsufficient · 0
$22,99520,663 mi

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

UnscoredInsufficient · 0
$22,99554,217 mi

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Great DealLimited · 16
$22,99542,468 mi

Market: $23,995 – $24,309

Comparison: 16 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 84 days listed (based on current market benchmarks)

Grandville, MI

2022 Ford Mustang Mach-E Select AWD

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

2022 Ford Mustang Mach-E Select AWD

Cadillac, MI

UnscoredInsufficient · 0
$23,45048,654 mi

Cadillac, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

OverpricedLimited · 16
$23,99543,294 mi

Market: $22,995 – $23,309

Comparison: 16 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Great DealLimited · 16
$23,99529,055 mi

Market: $25,494 – $25,808

Comparison: 16 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 133 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Unscored
$23,99536,194 mi

Comparison: 5 similar vehicles

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Redford Charter Township, MI

Fair PriceModerate · 35
$23,99545,847 mi

Market: $22,995 – $24,309

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Redford Charter Township, MI

2023 Ford Mustang Mach-E Select RWD

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

2023 Ford Mustang Mach-E Select RWD

Farmington Hills, MI

UnscoredInsufficient · 0
$24,11245,768 mi

Farmington Hills, MI

2021 Ford Mustang Mach-E Premium RWD

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

2021 Ford Mustang Mach-E Premium RWD

Redford Charter Township, MI

UnscoredInsufficient · 0
$24,99519,749 mi

Redford Charter Township, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

New Hudson, MI

Fair PriceModerate · 25
$25,26832,975 mi

Market: $23,995 – $25,309

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

New Hudson, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Holland, MI

OverpricedModerate · 20
$25,30939,162 mi

Market: $23,995 – $24,309

Comparison: 20 similar vehicles

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

Holland, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

OverpricedLimited · 15
$25,49429,430 mi

Market: $23,995 – $24,309

Comparison: 15 similar vehicles

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

Grandville, MI

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Chelsea, MI

Fair PriceModerate · 20
$25,95875,066 mi

Market: $25,635 – $32,050

Comparison: 20 similar vehicles

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

Chelsea, MI

2021 Ford Mustang Mach-E GT AWD

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

2021 Ford Mustang Mach-E GT AWD

Redford Charter Township, MI

UnscoredInsufficient · 0
$25,99546,375 mi

Redford Charter Township, MI

2022 Ford Mustang Mach-E Premium AWD

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

2022 Ford Mustang Mach-E Premium AWD

Holland, MI

UnscoredInsufficient · 0
$26,10541,500 mi

Holland, MI

2022 Ford Mustang Mach-E Premium AWD

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

2022 Ford Mustang Mach-E Premium AWD

Ann Arbor, MI

UnscoredInsufficient · 0
$26,27531,172 mi

Ann Arbor, MI

2022 Ford Mustang Mach-E GT AWD

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

2022 Ford Mustang Mach-E GT AWD

Holly, MI

UnscoredInsufficient · 0
$26,27562,870 mi

Holly, MI

2024 Ford Mustang Mach-E Premium AWD

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

2024 Ford Mustang Mach-E Premium AWD

Wayne, MI

Salvage title
$26,51517,304 mi

Wayne, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Grandville, MI

Great DealLimited · 16
$26,99545,185 mi

Market: $27,995 – $28,309

Comparison: 16 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 38 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Garden City, MI

UnscoredInsufficient · 3
$26,99528,764 mi

Comparison: 3 similar vehicles

Garden City, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Novi, MI

Fair PriceModerate · 40
$27,22425,634 mi

Market: $19,995 – $29,336

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Novi, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Taylor, MI

Fair PriceModerate · 43
$27,27541,342 mi

Market: $26,995 – $32,493

Comparison: 43 similar vehicles

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

Taylor, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Fenton, MI

Fair PriceModerate · 35
$27,50037,225 mi

Market: $26,647 – $33,998

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Fenton, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Grandville, MI

OverpricedLimited · 15
$27,99546,459 mi

Market: $26,995 – $27,309

Comparison: 15 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E California Route 1 AWD

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

2023 Ford Mustang Mach-E California Route 1 AWD

Redford Charter Township, MI

UnscoredInsufficient · 0
$28,25039,920 mi

Redford Charter Township, MI

2023 Ford Mustang Mach-E Select RWD

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

2023 Ford Mustang Mach-E Select RWD

Ann Arbor, MI

UnscoredInsufficient · 0
$28,32823,871 mi

Ann Arbor, MI

2025 Ford Mustang Mach-E Select RWD

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

2025 Ford Mustang Mach-E Select RWD

Redford Charter Township, MI

UnscoredInsufficient · 0
$28,49510,066 mi

Redford Charter Township, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Grandville, MI

UnscoredInsufficient · 3
$28,99530,535 mi

Comparison: 3 similar vehicles

Grandville, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Grandville, MI

Fair PriceModerate · 32
$28,99527,500 mi

Market: $28,995 – $30,814

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Grandville, MI

Fair PriceModerate · 32
$28,99529,017 mi

Market: $28,995 – $30,814

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Rochester Hills, MI

Fair PriceRobust · 83
$29,14127,947 mi

Market: $26,577 – $31,267

Comparison: 83 similar vehicles

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

Rochester Hills, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Waterford Township, MI

Fair PriceModerate · 40
$29,29030,506 mi

Market: $26,647 – $33,998

Comparison: 40 similar vehicles

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

Waterford Township, MI

2022 Ford Mustang Mach-E Premium AWD

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

2022 Ford Mustang Mach-E Premium AWD

Kalamazoo, MI

UnscoredInsufficient · 0
$29,31113,905 mi

Kalamazoo, MI

2025 Ford Mustang Mach-E Select AWD

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

2025 Ford Mustang Mach-E Select AWD

Detroit, MI

Fair PriceLimited · 11
$29,48013,127 mi

Market: $29,885 – $30,624

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 35 days listed (based on current market benchmarks)

Detroit, MI

2021 Ford Mustang Mach-E Premium AWD First Edition

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

2021 Ford Mustang Mach-E Premium AWD First Edition

Detroit, MI

UnscoredInsufficient · 0
$29,53515,324 mi

Detroit, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Belleville, MI

Fair PriceModerate · 44
$29,94431,588 mi

Market: $26,647 – $33,998

Comparison: 44 similar vehicles

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

Belleville, MI

2025 Ford Mustang Mach-E Premium RWD

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

2025 Ford Mustang Mach-E Premium RWD

Redford Charter Township, MI

UnscoredInsufficient · 0
$29,99533,013 mi

Redford Charter Township, MI

2024 Ford Mustang Mach-E Premium AWD

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

2024 Ford Mustang Mach-E Premium AWD

Redford Charter Township, MI

UnscoredInsufficient · 3
$29,99533,607 mi

Comparison: 3 similar vehicles

Redford Charter Township, MI

2023 Ford Mustang Mach-E GT AWD

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

2023 Ford Mustang Mach-E GT AWD

Grandville, MI

Great DealLimited · 16
$29,99540,963 mi

Market: $30,995 – $31,309

Comparison: 16 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 49 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Fenton, MI

Fair PriceRobust · 83
$30,00027,808 mi

Market: $26,577 – $31,267

Comparison: 83 similar vehicles

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

Fenton, MI

2025 Ford Mustang Mach-E Select AWD

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

2025 Ford Mustang Mach-E Select AWD

Lansing, MI

UnscoredInsufficient · 3
$30,31016,213 mi

Comparison: 3 similar vehicles

Lansing, MI

2024 Ford Mustang Mach-E Select AWD

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

2024 Ford Mustang Mach-E Select AWD

Waterford Township, MI

UnscoredInsufficient · 0
$30,50023,876 mi

Waterford Township, MI

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Fremont, MI

Fair PriceRobust · 120
$30,50022,892 mi

Market: $26,995 – $33,183

Comparison: 120 similar vehicles

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

Fremont, MI

2024 Ford Mustang Mach-E Premium AWD

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

2024 Ford Mustang Mach-E Premium AWD

Imlay City, MI

Unscored
$30,57236,992 mi

Comparison: 6 similar vehicles

Imlay City, 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.
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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