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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

1,986 listings found

2014 Kia Optima SX

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

2014 Kia Optima SX

Arecibo, PR

UnscoredInsufficient · 0
$5,995231,000 mi

Arecibo, PR

2015 Hyundai Elantra Limited

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

2015 Hyundai Elantra Limited

Arecibo, PR

UnscoredInsufficient · 0
$7,99596,030 mi

Arecibo, PR

2009 Honda Accord LX-P

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

2009 Honda Accord LX-P

Arecibo, PR

UnscoredInsufficient · 0
$7,995117,726 mi

Arecibo, PR

2012 Mercedes-Benz E-Class E350 Luxury

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

2012 Mercedes-Benz E-Class E350 Luxury

Dorado, PR

UnscoredInsufficient · 0
$8,995Mileage not verified

Dorado, PR

2023 Nissan Versa Sedan S

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

2023 Nissan Versa Sedan S

San Juan, PR

UnscoredLimited · 5
$9,85051,900 mi

Comparison: 5 similar vehicles

San Juan, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Arecibo, PR

UnscoredLimited · 7
$9,99579,288 mi

Comparison: 7 similar vehicles

Arecibo, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Hormigueros, PR

UnscoredInsufficient · 3
$9,99589,670 mi

Comparison: 3 similar vehicles

Hormigueros, PR

No Photo

2019 Hyundai Accent SE

Ponce, PR

UnscoredInsufficient · 0
$9,99578,424 mi

Ponce, PR

2018 Hyundai Accent SE

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

2018 Hyundai Accent SE

Hormigueros, PR

UnscoredInsufficient · 0
$9,995120,570 mi

Hormigueros, PR

2014 Honda Accord LX

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

2014 Honda Accord LX

Arecibo, PR

UnscoredInsufficient · 0
$9,995120,774 mi

Arecibo, PR

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Aguadilla, PR

UnscoredInsufficient · 0
$9,995185,908 mi

Aguadilla, PR

2022 Mitsubishi Mirage G4 SE

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

2022 Mitsubishi Mirage G4 SE

Rio Piedras, PR

UnscoredInsufficient · 0
$10,99530,000 mi

Rio Piedras, PR

2021 Hyundai Accent SE

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

2021 Hyundai Accent SE

Bayamon, PR

UnscoredInsufficient · 3
$10,99570,429 mi

Comparison: 3 similar vehicles

Bayamon, PR

2021 Mitsubishi Mirage G4 Carbonite Edition

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

2021 Mitsubishi Mirage G4 Carbonite Edition

Hormigueros, PR

UnscoredInsufficient · 0
$10,99554,997 mi

Hormigueros, PR

2020 Nissan Sentra S

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

2020 Nissan Sentra S

Caguas, PR

UnscoredInsufficient · 3
$10,99575,686 mi

Comparison: 3 similar vehicles

Caguas, PR

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Arecibo, PR

UnscoredInsufficient · 0
$10,99538,650 mi

Arecibo, PR

2019 Mitsubishi Mirage G4 SE

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

2019 Mitsubishi Mirage G4 SE

Dorado, PR

UnscoredInsufficient · 0
$10,99559,232 mi

Dorado, PR

2018 Hyundai Elantra Value Edition

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

2018 Hyundai Elantra Value Edition

Hormigueros, PR

UnscoredInsufficient · 0
$10,99520,701 mi

Hormigueros, PR

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Dorado, PR

UnscoredInsufficient · 0
$10,99552,159 mi

Dorado, PR

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Dorado, PR

UnscoredInsufficient · 0
$10,995119,123 mi

Dorado, PR

2021 Mitsubishi Mirage G4 ES

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

2021 Mitsubishi Mirage G4 ES

Ponce, PR

UnscoredInsufficient · 0
$11,49550,418 mi

Ponce, PR

2021 Mitsubishi Mirage G4 ES

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

2021 Mitsubishi Mirage G4 ES

Ponce, PR

UnscoredInsufficient · 0
$11,49554,129 mi

Ponce, PR

2021 Mitsubishi Mirage G4 ES

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

2021 Mitsubishi Mirage G4 ES

Ponce, PR

UnscoredInsufficient · 0
$11,49546,192 mi

Ponce, PR

2024 Mitsubishi Mirage G4 SE

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

2024 Mitsubishi Mirage G4 SE

Caguas, PR

UnscoredInsufficient · 0
$11,99515,402 mi

Caguas, PR

2022 Mitsubishi Mirage G4 ES

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

2022 Mitsubishi Mirage G4 ES

Arecibo, PR

UnscoredInsufficient · 4
$11,995Mileage not verified

Comparison: 4 similar vehicles

Arecibo, PR

2022 Mitsubishi Mirage G4 SE

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

2022 Mitsubishi Mirage G4 SE

Rio Piedras, PR

UnscoredInsufficient · 0
$11,99529,470 mi

Rio Piedras, PR

2021 Kia Rio LX

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

2021 Kia Rio LX

Ponce, PR

UnscoredInsufficient · 0
$11,99546,640 mi

Ponce, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Hormigueros, PR

UnscoredInsufficient · 0
$11,99553,355 mi

Hormigueros, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Candelaria, PR

Great DealModerate · 30
$11,99567,015 mi

Market: $12,995 – $24,500

Comparison: 30 similar vehicles

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

Candelaria, PR

2021 Mitsubishi Mirage G4 ES

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

2021 Mitsubishi Mirage G4 ES

San Juan, PR

UnscoredInsufficient · 4
$11,995Mileage not verified

Comparison: 4 similar vehicles

San Juan, PR

2020 Kia RIO LX

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

2020 Kia RIO LX

Barranquitas, PR

UnscoredInsufficient · 0
$11,99539,603 mi

Barranquitas, PR

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Candelaria, PR

UnscoredLimited · 5
$11,99565,675 mi

Comparison: 5 similar vehicles

Candelaria, PR

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Caguas, PR

UnscoredInsufficient · 0
$11,99531,298 mi

Caguas, PR

2016 Toyota Corolla L

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

2016 Toyota Corolla L

Hormigueros, PR

UnscoredInsufficient · 4
$11,995104,329 mi

Comparison: 4 similar vehicles

Hormigueros, PR

2012 Toyota Yaris Fleet

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

2012 Toyota Yaris Fleet

Mayaguez, PR

UnscoredInsufficient · 0
$11,99581,748 mi

Mayaguez, PR

2022 Mitsubishi Mirage G4 ES

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

2022 Mitsubishi Mirage G4 ES

San Juan, PR

UnscoredInsufficient · 0
$12,99035,023 mi

San Juan, PR

No Photo

2020 Mitsubishi Mirage G4 ES

San Juan, PR

UnscoredInsufficient · 0
$12,99068,244 mi

San Juan, PR

2022 Hyundai Accent SE

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

2022 Hyundai Accent SE

Luquillo, PR

UnscoredLimited · 6
$12,99548,700 mi

Comparison: 6 similar vehicles

Luquillo, PR

2021 Kia Rio LX

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

2021 Kia Rio LX

Caguas, PR

UnscoredInsufficient · 0
$12,99557,135 mi

Caguas, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Caguas, PR

UnscoredInsufficient · 0
$12,995Mileage not verified

Caguas, PR

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Rio Grande, PR

Fair PriceModerate · 25
$12,99570,345 mi

Market: $11,995 – $24,500

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 331 days listed (based on current market benchmarks)

Rio Grande, PR

2021 Nissan Versa Sedan SV

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

2021 Nissan Versa Sedan SV

Ponce, PR

UnscoredInsufficient · 0
$12,99579,206 mi

Ponce, PR

2021 Mitsubishi Mirage G4 ES

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

2021 Mitsubishi Mirage G4 ES

Ponce, PR

UnscoredInsufficient · 0
$12,99547,053 mi

Ponce, PR

2020 Toyota Yaris L

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

2020 Toyota Yaris L

Bayamon, PR

UnscoredLimited · 5
$12,99592,494 mi

Comparison: 5 similar vehicles

Bayamon, PR

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Candelaria, PR

UnscoredInsufficient · 0
$12,99527,990 mi

Candelaria, PR

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Bayamon, PR

UnscoredLimited · 9
$12,995Mileage not verified

Comparison: 9 similar vehicles

Bayamon, PR

2020 Nissan Versa Sedan S

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

2020 Nissan Versa Sedan S

Cidra, PR

UnscoredLimited · 9
$12,99572,128 mi

Comparison: 9 similar vehicles

Cidra, PR

2019 Kia FORTE LXS

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

2019 Kia FORTE LXS

Hormigueros, PR

UnscoredInsufficient · 0
$12,99514,871 mi

Hormigueros, PR

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Hatillo, PR

UnscoredLimited · 5
$12,995Mileage not verified

Comparison: 5 similar vehicles

Hatillo, PR

No Photo

2017 Nissan Sentra S

Mayaguez, PR

UnscoredInsufficient · 0
$12,9955,851 mi

Mayaguez, PR

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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