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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 30, 2026

6M+

Unique vehicles analyzed

as of October 29, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

221 listings found

2004 Volvo S60 2.4

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

2004 Volvo S60 2.4

Sterling, VA

UnscoredInsufficient · 0
$4,97590,000 mi

Sterling, VA

2014 Volvo XC90 3.2 Premier Plus

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

2014 Volvo XC90 3.2 Premier Plus

Sterling, VA

UnscoredInsufficient · 0
$5,900144,590 mi

Sterling, VA

2012 Volvo S60 T6

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

2012 Volvo S60 T6

Sterling, VA

Unscored
$7,99986,514 mi

Comparison: 8 similar vehicles

Sterling, VA

2016 Volvo XC90 Inscription

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

2016 Volvo XC90 Inscription

Sterling, VA

UnscoredInsufficient · 3
$9,698151,795 mi

Comparison: 3 similar vehicles

Sterling, VA

2017 Volvo XC90 Inscription

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

2017 Volvo XC90 Inscription

Sterling, VA

UnscoredInsufficient · 3
$11,990124,183 mi

Comparison: 3 similar vehicles

Sterling, VA

2016 Volvo XC90 Momentum

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

2016 Volvo XC90 Momentum

Sterling, VA

Fair PriceModerate · 23
$11,995111,069 mi

Market: $8,475 – $15,555

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Sterling, VA

2013 Volvo S60 T5 Premier

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

2013 Volvo S60 T5 Premier

Sterling, VA

UnscoredInsufficient · 0
$11,99932,788 mi

Sterling, VA

2016 Volvo XC90 Momentum

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

2016 Volvo XC90 Momentum

Sterling, VA

Fair PriceModerate · 23
$12,99595,287 mi

Market: $8,475 – $15,555

Comparison: 23 similar vehicles

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

Sterling, VA

2016 Volvo XC90 Momentum

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

2016 Volvo XC90 Momentum

Sterling, VA

Fair PriceModerate · 23
$13,803112,532 mi

Market: $8,475 – $15,555

Comparison: 23 similar vehicles

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

Sterling, VA

2017 Volvo XC60 T6 Dynamic

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

2017 Volvo XC60 T6 Dynamic

Sterling, VA

Unscored
$13,98778,179 mi

Comparison: 5 similar vehicles

Sterling, VA

2019 Volvo XC60 R-Design

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

2019 Volvo XC60 R-Design

Sterling, VA

Great DealLimited · 18
$15,399110,979 mi

Market: $19,999 – $26,391

Comparison: 18 similar vehicles

Competitively priced ~23% below the typical range compared to similar vehicles · 8 days listed (based on current market benchmarks)

Sterling, VA

2019 Volvo XC40 Momentum

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

2019 Volvo XC40 Momentum

Sterling, VA

Fair PriceModerate · 49
$16,15193,119 mi

Market: $13,795 – $21,779

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Sterling, VA

2016 Volvo XC60 Premier

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

2016 Volvo XC60 Premier

Sterling, VA

UnscoredInsufficient · 0
$16,98739,242 mi

Sterling, VA

2022 Volvo XC40 Momentum

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

2022 Volvo XC40 Momentum

Sterling, VA

Fair PriceModerate · 35
$17,15184,338 mi

Market: $15,900 – $21,989

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Sterling, VA

2020 Volvo XC40 R-Design

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

2020 Volvo XC40 R-Design

Sterling, VA

Fair PriceModerate · 20
$18,89176,712 mi

Market: $18,002 – $24,984

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 191 days listed (based on current market benchmarks)

Sterling, VA

2024 Volvo XC40 Core

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

2024 Volvo XC40 Core

Sterling, VA

Unscored
$19,15184,260 mi

Comparison: 9 similar vehicles

Sterling, VA

2022 Volvo S60 Momentum

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

2022 Volvo S60 Momentum

Sterling, VA

Unscored
$19,69164,543 mi

Comparison: 9 similar vehicles

Sterling, VA

2019 Volvo XC60 Momentum

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

2019 Volvo XC60 Momentum

Sterling, VA

UnscoredInsufficient · 4
$19,77981,813 mi

Comparison: 4 similar vehicles

Sterling, VA

2023 Volvo XC60 Core

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

2023 Volvo XC60 Core

Sterling, VA

Unscored
$19,89190,700 mi

Comparison: 6 similar vehicles

Sterling, VA

2023 Volvo C40 Ultimate

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

2023 Volvo C40 Ultimate

Sterling, VA

UnscoredInsufficient · 3
$19,95179,368 mi

Comparison: 3 similar vehicles

Sterling, VA

2022 Volvo XC60 Momentum

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

2022 Volvo XC60 Momentum

Sterling, VA

Unscored
$20,15188,049 mi

Comparison: 6 similar vehicles

Sterling, VA

2023 Volvo XC40 Plus

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

2023 Volvo XC40 Plus

Sterling, VA

UnscoredInsufficient · 3
$20,95187,853 mi

Comparison: 3 similar vehicles

Sterling, VA

2019 Volvo XC90 Momentum

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

2019 Volvo XC90 Momentum

Sterling, VA

Fair PriceLimited · 10
$21,35073,616 mi

Market: $16,994 – $23,596

Comparison: 10 similar vehicles

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

Sterling, VA

2020 Volvo XC60 Momentum

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

2020 Volvo XC60 Momentum

Sterling, VA

Unscored
$22,45063,091 mi

Comparison: 6 similar vehicles

Sterling, VA

2022 Volvo XC90 Momentum

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

2022 Volvo XC90 Momentum

Sterling, VA

Fair PriceLimited · 18
$22,69188,329 mi

Market: $21,695 – $27,878

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Sterling, VA

2023 Volvo S60 Plus

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

2023 Volvo S60 Plus

Sterling, VA

Unscored
$23,15177,613 mi

Comparison: 8 similar vehicles

Sterling, VA

2022 Volvo XC60 Momentum

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

2022 Volvo XC60 Momentum

Sterling, VA

Unscored
$23,19161,167 mi

Comparison: 6 similar vehicles

Sterling, VA

2023 Volvo S60 Plus

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

2023 Volvo S60 Plus

Sterling, VA

Unscored
$23,75175,200 mi

Comparison: 8 similar vehicles

Sterling, VA

2024 Volvo S60 Core

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

2024 Volvo S60 Core

Sterling, VA

UnscoredInsufficient · 3
$24,09139,538 mi

Comparison: 3 similar vehicles

Sterling, VA

2024 Volvo S60 Plus

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

2024 Volvo S60 Plus

Sterling, VA

Unscored
$25,85145,748 mi

Comparison: 8 similar vehicles

Sterling, VA

2019 Volvo XC40 Momentum

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

2019 Volvo XC40 Momentum

Sterling, VA

Unscored
$25,99841,076 mi

Comparison: 5 similar vehicles

Sterling, VA

2020 Volvo XC40 R-Design

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

2020 Volvo XC40 R-Design

Sterling, VA

UnscoredInsufficient · 0
$26,99831,637 mi

Sterling, VA

2021 Volvo XC40 R-Design

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

2021 Volvo XC40 R-Design

Sterling, VA

OverpricedLimited · 12
$27,35026,515 mi

Market: $25,979 – $26,778

Comparison: 12 similar vehicles

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

Sterling, VA

2018 Volvo XC60 Inscription

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

2018 Volvo XC60 Inscription

Sterling, VA

UnscoredInsufficient · 0
$27,99830,629 mi

Sterling, VA

2024 Volvo XC60 Core

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

2024 Volvo XC60 Core

Sterling, VA

Unscored
$29,99069,688 mi

Comparison: 14 similar vehicles

Sterling, VA

2020 Volvo XC90 Momentum

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

2020 Volvo XC90 Momentum

Sterling, VA

UnscoredInsufficient · 3
$29,99837,826 mi

Comparison: 3 similar vehicles

Sterling, VA

2019 Volvo XC90 Inscription

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

2019 Volvo XC90 Inscription

Sterling, VA

UnscoredInsufficient · 0
$29,99843,553 mi

Sterling, VA

2023 Volvo XC90 Core

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

2023 Volvo XC90 Core

Sterling, VA

Unscored
$30,15151,573 mi

Comparison: 8 similar vehicles

Sterling, VA

2023 Volvo XC60 Ultimate

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

2023 Volvo XC60 Ultimate

Sterling, VA

Unscored
$32,99851,220 mi

Comparison: 5 similar vehicles

Sterling, VA

2025 Volvo XC40 Plus

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

2025 Volvo XC40 Plus

Sterling, VA

Unscored
$33,99815,031 mi

Comparison: 5 similar vehicles

Sterling, VA

2025 Volvo XC40 Plus

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

2025 Volvo XC40 Plus

Sterling, VA

Unscored
$33,99818,966 mi

Comparison: 5 similar vehicles

Sterling, VA

2022 Volvo XC90 Inscription

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

2022 Volvo XC90 Inscription

Sterling, VA

OverpricedLimited · 14
$34,39962,180 mi

Market: $24,175 – $31,416

Comparison: 14 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Sterling, VA

2023 Volvo XC90 Plus

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

2023 Volvo XC90 Plus

Sterling, VA

Unscored
$34,99054,636 mi

Comparison: 19 similar vehicles

Sterling, VA

2024 Volvo XC90 Plus

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

2024 Volvo XC90 Plus

Sterling, VA

Unscored
$37,99843,193 mi

Comparison: 5 similar vehicles

Sterling, VA

2025 Volvo EX30 Ultra

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

2025 Volvo EX30 Ultra

Sterling, VA

UnscoredInsufficient · 3
$39,9984,629 mi

Comparison: 3 similar vehicles

Sterling, VA

2023 Volvo XC90 Plus

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

2023 Volvo XC90 Plus

Sterling, VA

Unscored
$40,50014,081 mi

Comparison: 7 similar vehicles

Sterling, VA

2023 Volvo XC90 Plus

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

2023 Volvo XC90 Plus

Sterling, VA

Fair PriceLimited · 14
$42,80923,366 mi

Market: $34,700 – $45,780

Comparison: 14 similar vehicles

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

Sterling, VA

2026 Volvo XC40 Core

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

2026 Volvo XC40 Core

Sterling, VA

Fair PriceModerate · 33
$43,040Mileage not verified

Market: $40,151 – $47,634

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Sterling, VA

2026 Volvo XC40 Core

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

2026 Volvo XC40 Core

Sterling, VA

Fair PriceModerate · 33
$43,805840 mi

Market: $40,151 – $47,634

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Sterling, VA

2026 Volvo XC40 Plus

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

2026 Volvo XC40 Plus

Sterling, VA

Fair PriceRobust · 130
$43,9253,830 mi

Market: $40,432 – $51,699

Comparison: 130 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 162 days listed (based on current market benchmarks)

Sterling, VA

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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