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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 23, 2026

6M+

Unique vehicles analyzed

as of October 23, 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

71 listings found

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Santa Rosa, CA

UnscoredLimited · 13
$2,700191,199 mi

Comparison: 13 similar vehicles

Santa Rosa, CA

2004 Toyota Prius Base

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

2004 Toyota Prius Base

Santa Rosa, CA

UnscoredInsufficient · 0
$4,595202,000 mi

Santa Rosa, CA

2004 Toyota Prius Base

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

2004 Toyota Prius Base

Lakeport, CA

UnscoredInsufficient · 0
$4,990257,731 mi

Lakeport, CA

2010 Toyota Prius III

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

2010 Toyota Prius III

Santa Rosa, CA

UnscoredLimited · 14
$5,500170,615 mi

Comparison: 14 similar vehicles

Santa Rosa, CA

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Santa Rosa, CA

UnscoredInsufficient · 4
$5,933181,772 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2015 Toyota Prius One

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

2015 Toyota Prius One

Ukiah, CA

UnscoredInsufficient · 0
$6,000336,186 mi

Ukiah, CA

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Santa Rosa, CA

UnscoredLimited · 7
$9,900139,707 mi

Comparison: 7 similar vehicles

Santa Rosa, CA

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Santa Rosa, CA

UnscoredInsufficient · 4
$10,022148,102 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Santa Rosa, CA

UnscoredLimited · 18
$10,995149,853 mi

Comparison: 18 similar vehicles

Santa Rosa, CA

2015 Toyota Prius Four

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

2015 Toyota Prius Four

Santa Rosa, CA

UnscoredLimited · 11
$12,949148,295 mi

Comparison: 11 similar vehicles

Santa Rosa, CA

2019 Kia Niro EX

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

2019 Kia Niro EX

Santa Rosa, CA

UnscoredInsufficient · 3
$14,599108,394 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2019 Honda Insight EX

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

2019 Honda Insight EX

Santa Rosa, CA

UnscoredLimited · 10
$14,999156,384 mi

Comparison: 10 similar vehicles

Santa Rosa, CA

2020 Toyota Prius XLE

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

2020 Toyota Prius XLE

Santa Rosa, CA

UnscoredInsufficient · 0
$15,500107,034 mi

Santa Rosa, CA

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Lakeport, CA

UnscoredInsufficient · 4
$15,84677,227 mi

Comparison: 4 similar vehicles

Lakeport, CA

2019 Kia Niro EX Premium

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

2019 Kia Niro EX Premium

Santa Rosa, CA

UnscoredInsufficient · 0
$17,16026,663 mi

Santa Rosa, CA

2015 Toyota Prius Two

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

2015 Toyota Prius Two

Santa Rosa, CA

OverpricedModerate · 28
$17,99871,070 mi

Market: $5,000 – $16,990

Comparison: 28 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Santa Rosa, CA

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Santa Rosa, CA

UnscoredLimited · 5
$20,99220,102 mi

Comparison: 5 similar vehicles

Santa Rosa, CA

2020 Toyota Prius Prime XLE

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

2020 Toyota Prius Prime XLE

Santa Rosa, CA

UnscoredInsufficient · 3
$21,16099,056 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2023 Kia Niro Wave

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

2023 Kia Niro Wave

Santa Rosa, CA

Fair PriceLimited · 11
$22,92626,088 mi

Market: $21,835 – $23,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Santa Rosa, CA

2024 Kia Niro Wind

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

2024 Kia Niro Wind

Santa Rosa, CA

UnscoredLimited · 6
$22,98111,387 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

2021 Toyota Prius Prime XLE

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

2021 Toyota Prius Prime XLE

Santa Rosa, CA

UnscoredLimited · 7
$22,99178,409 mi

Comparison: 7 similar vehicles

Santa Rosa, CA

2022 Kia Niro LXS

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

2022 Kia Niro LXS

Lakeport, CA

UnscoredInsufficient · 0
$23,63524,637 mi

Lakeport, CA

2023 Hyundai Sonata Hybrid Limited

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

2023 Hyundai Sonata Hybrid Limited

Santa Rosa, CA

UnscoredInsufficient · 4
$23,90079,386 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2020 Honda Insight EX

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

2020 Honda Insight EX

Santa Rosa, CA

UnscoredInsufficient · 0
$23,99836,661 mi

Santa Rosa, CA

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Santa Rosa, CA

UnscoredInsufficient · 0
$24,16042,378 mi

Santa Rosa, CA

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Santa Rosa, CA

UnscoredLimited · 5
$25,17123,802 mi

Comparison: 5 similar vehicles

Santa Rosa, CA

2020 Toyota Prius Prime LE

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

2020 Toyota Prius Prime LE

Santa Rosa, CA

UnscoredInsufficient · 0
$25,99845,104 mi

Santa Rosa, CA

2023 Toyota Prius Limited

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

2023 Toyota Prius Limited

Santa Rosa, CA

UnscoredInsufficient · 0
$26,51071,875 mi

Santa Rosa, CA

2025 Kia Niro LX

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

2025 Kia Niro LX

Santa Rosa, CA

UnscoredInsufficient · 3
$26,92527,650 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2026 Kia Niro LX

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

2026 Kia Niro LX

Santa Rosa, CA

Fair PriceModerate · 23
$27,602Mileage not verified

Market: $25,447 – $31,507

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Santa Rosa, CA

No Photo

2026 Hyundai Sonata Hybrid Blue

Santa Rosa, CA

UnscoredLimited · 8
$28,594Mileage not verified

Comparison: 8 similar vehicles

Santa Rosa, CA

No Photo

2026 Hyundai Sonata Hybrid Blue

Santa Rosa, CA

UnscoredLimited · 8
$28,594Mileage not verified

Comparison: 8 similar vehicles

Santa Rosa, CA

No Photo

2026 Hyundai Sonata Hybrid Blue

Santa Rosa, CA

UnscoredLimited · 8
$28,619Mileage not verified

Comparison: 8 similar vehicles

Santa Rosa, CA

2021 Toyota Prius L Eco

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

2021 Toyota Prius L Eco

Santa Rosa, CA

UnscoredInsufficient · 0
$29,62054,794 mi

Santa Rosa, CA

2023 Toyota Prius XLE

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

2023 Toyota Prius XLE

Santa Rosa, CA

UnscoredLimited · 9
$30,11344,701 mi

Comparison: 9 similar vehicles

Santa Rosa, CA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Ukiah, CA

Fair PriceModerate · 23
$30,526Mileage not verified

Market: $28,275 – $32,898

Comparison: 23 similar vehicles

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

Ukiah, CA

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Santa Rosa, CA

Fair PriceLimited · 11
$31,362Mileage not verified

Market: $29,737 – $43,172

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Santa Rosa, CA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Santa Rosa, CA

UnscoredLimited · 7
$31,403Mileage not verified

Comparison: 7 similar vehicles

Santa Rosa, CA

2027 Kia Niro LX

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

2027 Kia Niro LX

Santa Rosa, CA

UnscoredLimited · 6
$31,657Mileage not verified

Comparison: 6 similar vehicles

Santa Rosa, CA

2027 Kia Niro LX

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

2027 Kia Niro LX

Santa Rosa, CA

UnscoredLimited · 6
$31,657Mileage not verified

Comparison: 6 similar vehicles

Santa Rosa, CA

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Santa Rosa, CA

Fair PriceLimited · 11
$31,697Mileage not verified

Market: $29,737 – $43,172

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Santa Rosa, CA

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Santa Rosa, CA

Fair PriceLimited · 11
$31,797Mileage not verified

Market: $29,737 – $43,172

Comparison: 11 similar vehicles

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

Santa Rosa, CA

2027 Kia Niro LX

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

2027 Kia Niro LX

Santa Rosa, CA

UnscoredLimited · 6
$31,817Mileage not verified

Comparison: 6 similar vehicles

Santa Rosa, CA

2027 Kia Niro LX

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

2027 Kia Niro LX

Santa Rosa, CA

UnscoredLimited · 6
$31,817Mileage not verified

Comparison: 6 similar vehicles

Santa Rosa, CA

2027 Kia Niro LX

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

2027 Kia Niro LX

Santa Rosa, CA

UnscoredLimited · 6
$31,817Mileage not verified

Comparison: 6 similar vehicles

Santa Rosa, CA

2026 Kia Niro Wind

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

2026 Kia Niro Wind

Santa Rosa, CA

Fair PriceLimited · 11
$31,957Mileage not verified

Market: $29,737 – $43,172

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Santa Rosa, CA

2027 Kia Niro EX

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

2027 Kia Niro EX

Santa Rosa, CA

Fair PriceModerate · 29
$32,457Mileage not verified

Market: $32,214 – $35,997

Comparison: 29 similar vehicles

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

Santa Rosa, CA

2027 Toyota Prius LE

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

2027 Toyota Prius LE

Santa Rosa, CA

UnscoredLimited · 7
$32,656Mileage not verified

Comparison: 7 similar vehicles

Santa Rosa, CA

2022 Chrysler Pacifica Hybrid Pinnacle Hybrid

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

2022 Chrysler Pacifica Hybrid Pinnacle Hybrid

Santa Rosa, CA

UnscoredInsufficient · 0
$32,99824,446 mi

Santa Rosa, CA

2027 Hyundai Sonata Hybrid SEL

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

2027 Hyundai Sonata Hybrid SEL

Santa Rosa, CA

UnscoredInsufficient · 3
$34,038Mileage not verified

Comparison: 3 similar vehicles

Santa Rosa, 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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