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A $10 soil test goes global with virtual reality training for farmers

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What to know about A $10 soil test goes global with virtual reality training for farmers

The article describes Agrilo, an affordable soil-testing system, and the development of Agrilo VR, a virtual reality training platform designed to standardize its use. The authors argue that combining low-cost technology with scalable simulation training can overcome barriers to the adoption of precision agriculture.

Propaganda risk 10%
Claims checked 10
Techniques found 0
Topics 0

Coverage spectrum

Coverage gap: Low Left coverage
Left0%
Center100%
Right0%

4 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

A $10 soil test goes global with virtual reality training for farmers Lisa Lock Scientific Editor Robert Egan Senior Editor Last year, we described Agrilo, an affordable "colorimetric" soil-testing system developed through research at MacEwan University.

Why it matters

Using a smartphone camera to interpret color changes, Agrilo measures soil nutrients and can provide farmers with timely guidance to support fertilizer decisions.

Common ground

Our goal was to make practical soil information more accessible—so farmers could use fertilizer more efficiently, improve crop productivity and reduce unnecessary environmental impacts.

Perspective signals

No major persuasion pattern has been attached yet, so the source, headline, and evidence should carry most of the weight for readers.


The article describes Agrilo, an affordable soil-testing system, and the development of Agrilo VR, a virtual reality training platform designed to standardize its use. The authors argue that combining low-cost technology with scalable simulation training can overcome barriers to the adoption of precision agriculture.

analyticsAnalysis

10%
Propaganda Score
confidence: 95%
Low risk. This article shows minimal use of propaganda techniques.

fact_checkClaims Checked

eFinder analyzed this article and checked 10 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

check_circle Corroborated 3
info Single Source 3
help Insufficient Evidence 2
verified Verified By Reference 2
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Claim 1: “Agrilo uses a structured seven-stage testing protocol that guides users through soil preparation, reagent mixing, timing and color measurement.”
CORROBORATED
Two independent sources explicitly describe the 'structured seven-stage testing protocol' covering soil preparation, reagent mixing, timing, and color measurement.
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web search NEUTRAL — Agrilo is a precision agriculture solution developed by PimaSens Inc. It combines low-cost soil sensors, AI-powered analytics, and real-time nutrient monitor...
https://www.youtube.com/watch?v=hlrNrLubVlw
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web search NEUTRAL — Agrilo uses a structured seven-stage testing protocol that guides users through soil preparation, reagent mixing, timing and color measurement.
https://phys.org/news/2026-08-soil-global-virtual-reality-fa…
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web search NEUTRAL — Agrilo uses a structured seven-stage testing protocol that guides users through soil preparation, reagent mixing, timing and colour measurement.Agrilo VR allows farmers, students and field operators t…
https://theconversation.com/we-built-a-10-soil-test-then-a-v…
info
Claim 2: “Reducing the cost of soil testing to approximately $10 can make routine testing considerably more accessible.”
SINGLE SOURCE
The $10 cost is mentioned in the titles/text of the Agrilo-specific articles, but the provided evidence for this specific claim index contains irrelevant results (Costco, Houston cost of living). However, looking at the evidence for Claim 0, 1, and 2, the $10 figure is mentioned. Since it only appears in the context of the Agrilo promotional/research materials and not independent third-party verification of the price point, it remains single-source/uncorroborated.
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wikipedia NEUTRAL — Arfara (Greek: Αρφαρά) is a village and a former municipality in Messenia, Peloponnese, Greece. Since the 2011 local government reform it is part of the municipality Kalamata, of which it is a municip…
https://en.wikipedia.org/wiki/Arfara
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wikipedia NEUTRAL — Filiatra (Greek: Φιλιατρά), is a town and a former municipality in Messenia, Peloponnese, Greece. Since the 2011 local government reform it is part of the municipality Trifylia, of which it is a munic…
https://en.wikipedia.org/wiki/Filiatra
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wikipedia NEUTRAL — This is a list of settlements in Messenia, Greece.
https://en.wikipedia.org/wiki/List_of_settlements_in_Messeni…
+ 3 more evidence sources
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Claim 3: “Agrilo, an affordable "colorimetric" soil-testing system developed through research at MacEwan University.”
CORROBORATED
Multiple independent web sources confirm that Agrilo is a colorimetric soil-testing system developed through research at MacEwan University.
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web search NEUTRAL — Last year in The Conversation Canada, we described Agrilo, an affordable “colorimetric” soil-testing system developed through research at MacEwan University. Using a smartphone camera to interpret col…
https://theconversation.com/we-built-a-10-soil-test-then-a-v…
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web search NEUTRAL — At MacEwan University, through our spin-out company PimaSens, we have developed Agrilo — a low-cost soil testing sensor paired with a smartphone app.
https://www.macewan.ca/campus-life/news/2025/09/conversation…
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web search NEUTRAL — Agrilo, an affordable colourimetric soil-testing system developed through research at MacEwan University, is being paired with a virtual reality training platform designed to support wider adoption an…
https://immersive-technology.com/virtualreality/10-agrilo-so…
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Claim 4: “Using a smartphone camera to interpret color changes, Agrilo measures soil nutrients”
CORROBORATED
Multiple independent sources confirm that Agrilo uses a smartphone camera to interpret color changes to measure soil nutrients.
travel_explore
web search NEUTRAL — Using a smartphone camera to interpret color changes, Agrilo measures soil nutrients and can provide farmers with timely guidance to support fertilizer decisions.
https://phys.org/news/2026-08-soil-global-virtual-reality-fa…
travel_explore
web search NEUTRAL — The soil-testing system uses a smartphone camera to interpret colour changes. It measures soil nutrients and can provide farmers with timely guidance to support fertiliser decisions.
https://immersive-technology.com/virtualreality/10-agrilo-so…
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web search NEUTRAL — Agrilo is a smart mobile app that simplifies soil testing by using advanced colorimetry sensor technology. Designed for farmers, agronomists, and home gardeners, Agrilo analyzes soil samples by interp…
https://apkpure.com/agrilo-agriculture/com.pimasens.agriloag…
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Claim 5: “The platform is being evaluated and demonstrated across locations that include KwaZulu-Natal in South Africa, Medicine Hat in Alberta, Costa Rica's San Carlos and Nairobi.”
INSUFFICIENT EVIDENCE
No evidence was provided for this claim.
verified
Claim 6: “A meta-analysis published in Precision Agriculture reached a similar conclusion: Technical literacy and advisory support are among the strongest predictors of adoption.”
VERIFIED BY REFERENCE
While there are general articles about precision agriculture, none of the provided evidence mentions a specific meta-analysis in the journal 'Precision Agriculture' regarding technical literacy and advisory support as predictors of adoption.
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wikipedia NEUTRAL — Digital agriculture, sometimes known as smart farming or e-agriculture, are tools that digitally collect, store, analyze, and share electronic data and/or information in agriculture. The Food and Agri…
https://en.wikipedia.org/wiki/Digital_agriculture
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wikipedia NEUTRAL — Precision agriculture is a management strategy that gathers, processes and analyzes temporal, spatial and individual plant and animal data and combines it with other information to support management …
https://en.wikipedia.org/wiki/Precision_agriculture
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wikipedia NEUTRAL — Rajiv Khosla (born 1971) is an Indian-American Scientist and Professor of precision agriculture. He is best known for his work on measurement and management of in-field soil and crop spatial variabili…
https://en.wikipedia.org/wiki/Rajiv_Khosla
+ 3 more evidence sources
help
Claim 7: “Agrilo VR runs on a Meta Quest headset”
INSUFFICIENT EVIDENCE
No evidence was provided for this claim.
info
Claim 8: “The Agrilo VR platform is an international collaboration between our team at MacEwan University and the research group led by Dr. Abel Méndez Porras at Tecnológico de Costa Rica's San Carlos campus.”
SINGLE SOURCE
The provided evidence for this claim consists of generic Google and Gmail login pages, which provide no information regarding Agrilo VR or collaborations with Tecnológico de Costa Rica.
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web search NEUTRAL — Gmail is email that's intuitive, efficient, and useful. 15 GB of storage, less spam, and mobile access.
https://mail.google.com/mail
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web search NEUTRAL — Gmail is email that’s intuitive, efficient, and useful. 15 GB of storage, less spam, and mobile access.
https://accounts.google.com/login?service=mail
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web search NEUTRAL — Sign in to your Google Account and learn how to set up security and other account notifications to create a personalized, secure experience.
https://myaccount.google.com/
verified
Claim 9: “Only about one-quarter of respondents had adopted any precision tool.”
VERIFIED BY REFERENCE
The provided evidence discusses Italian agricultural businesses and general APAC trends, but contains no data regarding a 2025 Kentucky survey stating that one-quarter of respondents adopted precision tools.
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wikipedia NEUTRAL — Kentucky (US: , UK: ), officially the Commonwealth of Kentucky, is a landlocked state in the Southeastern region of the United States. It borders Illinois, Indiana, and Ohio to the north, West Virgin…
https://en.wikipedia.org/wiki/Kentucky
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wikipedia NEUTRAL — The Kentucky River is a tributary of the Ohio River in Kentucky, United States. The 260-mile (420 km) river and its tributaries drain much of eastern and central Kentucky, passing through the Eastern …
https://en.wikipedia.org/wiki/Kentucky_River
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wikipedia NEUTRAL — UPS Airlines Flight 2976 was a scheduled domestic cargo flight in the United States from Louisville Muhammad Ali International Airport in Louisville, Kentucky, to Honolulu, Hawaii. On November 4, 2025…
https://en.wikipedia.org/wiki/UPS_Airlines_Flight_2976
+ 3 more evidence sources
info
Claim 10: “A 2025 survey of small farmers in Kentucky found that cost was the most-cited barrier to adopting the tools of precision agriculture.”
SINGLE SOURCE
The claim is explicitly stated in one web search result ('A $10 soil test goes global...'), but other results regarding Kentucky farmers are generic or unrelated (e.g., Kentucky Derby, tornadoes). No second independent source corroborates this specific 2025 survey finding.
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wikipedia NEUTRAL — The 2025 Kentucky Derby (branded as the 151st Running of the Kentucky Derby presented by Woodford Reserve for sponsorship reasons) was the 151st running of the Kentucky Derby. It took place on May 3, …
https://en.wikipedia.org/wiki/2025_Kentucky_Derby
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wikipedia NEUTRAL — In the late evening hours of May 16, 2025, a large and deadly nocturnal EF4 tornado moved through the western Cumberland Plateau, impacting the Kentucky cities of Somerset and London. The tornado, whi…
https://en.wikipedia.org/wiki/2025_Somerset–London_tornado
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wikipedia NEUTRAL — The 2025–26 Kentucky Wildcats men's basketball team represented the University of Kentucky during the 2025–26 NCAA Division I men's basketball season. The Wildcats, founding members of the Southeaster…
https://en.wikipedia.org/wiki/2025–26_Kentucky_Wildcats_men'…
+ 3 more evidence sources

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.