AIRM Consulting

AIRM Consulting builds end-to-end engineering and AI systems across industries, spanning sensors, software, automation, analytics, and deployment.

[AIRM Consulting @AIRMConsulting]

Every AI problem isn't an LLM problem. Swipe through 6 problem types that don't need one.

We start with the problem, not the technology.

#AI #MachineLearning #DataScience

[AIRM Consulting @AIRMConsulting]

Some systems don’t need to be told what to do next.

Agents respond, adjust and coordinate without a single point of control. That is what makes multi-agent systems powerful, and difficult to design well.

Filmed outside AIRM’s Winnipeg office.

#EnterpriseAI #MultiAgentSystems

[AIRM Consulting @AIRMConsulting]

Most AI conversations start with the model. MIMO™ starts with the business problem.

Measure. Integrate. Model. Operate.

AIRM’s framework helps organizations focus AI investment on systems that create measurable value.

The model comes later.

https://t.co/XjC4Y4Jdyw
#EnterpriseAI #AIStrategy

[AIRM Consulting @AIRMConsulting]

Happy Canada Day from AIRM. 🇨🇦

Today, we’re celebrating Canadian innovation, intelligent solutions, and the people building what’s next.

As a Canadian company working at the intersection of AI, risk, and engineering, we’re proud to help organizations turn complex challenges into smarter, real-world solutions.

#CanadaDay #CanadianInnovation #AppliedAI #RiskManagement #Engineering #ArtificialIntelligence #CanadianBusiness #AIRM

[AIRM Consulting @AIRMConsulting]

The hard part of AI isn't the model. It's connecting it to a real decision.

In complex environments, decisions depend on fragmented systems, business rules, risk tolerance, and human judgment - not one clean dataset.

That's where applied AI gets interesting.
#AppliedAI #DecisionIntelligence #AI

[AIRM Consulting @AIRMConsulting]

Grateful to have had the opportunity to present at RFSI Canada 2026 in Winnipeg alongside Karen Ross from @FarmersClimate. We spoke about a challenge that I think deserves much more attention, which we've termed "the Regenerative Risk Gap."

A lot of important capital, policy work, and on-farm innovation is moving Canadian agriculture toward resilience. But our risk management systems are not always moving in the same direction. In some cases, they can make resilience-building practices harder to protect, finance, or scale.

Karen and I came at this from different but highly connected perspectives: her work on farmer-led policy and enabling conditions for regenerative agriculture, and my work on agricultural risk, insurance, actuarial modelling, and finance.

Farmers are already making complex business decisions in a changing risk environment, but the systems around them often do not recognize how different farm decisions change risk. That creates a gap between the resilience we say we want and the risk tools farmers actually have available.

Thank you to RFSI Canada for bringing together such an energized group of farmers, investors, innovators, funders, and system-builders. These are exactly the conversations we need!

#RegenerativeAgriculture #RegenAg #AgriculturalRisk #AgFinance #ClimateResilience #CanadianAgriculture #Agi3

[AIRM Consulting @AIRMConsulting]

Most risk studies stop too early.

A heat map is not a strategy. A list of risks is not a decision.

At AIRM, ERM means quantitative scenario modelling, downside + upside analysis, and decision support.

See the risk. Find the opportunity. Build the decision.
#ERM #RiskManagement

[AIRM Consulting @AIRMConsulting]

Proud to support Agi3 as Crop Sentry™ continues rolling out across Western Canada.

Crop Sentry is Agi3’s patented autonomous in-field intelligence system, bringing together plant-level monitoring, below-ground soil sensing, and real-time environmental data in one solar-powered field station.

At AIRM, we’re excited to be part of advancing the technology and analytics behind systems like Crop Sentry, helping turn field-level data into stronger insight, better decision support, and new possibilities for agricultural risk management.

Great to see Agi3 clients already using Crop Sentry this season. Looking forward to what comes next.

#AIRM #Agi3 #CropSentry #AgTech #PrecisionAgriculture #FarmInsurance #FieldIntelligence #WesternCanada

[Agi3 @_Agi3_]

🌾 One station. A whole field-level view.

Meet Crop Sentry™ - Agi3’s patented autonomous in-field intelligence system.

Plant-level monitoring.
Below-ground sensing.
Real-time environmental data.
360° LiDAR + RGB imaging.

Now rolling out across Western Canada, exclusively for Agi3 insurance clients and partners.

Some clients are already using Crop Sentry this season, and we can’t wait for their feedback.

Stay tuned for 2027 sign-up details.

#Agi3 #CropSentry #AgTech #FarmInsurance #PrecisionAg #AIRM #Plant26

[AIRM Consulting @AIRMConsulting]

Proud to see this work recognized at @iclr_conf 2026 in Rio. 🚀����

At AIRM Consulting, we’re proud to have contributed to the research and technical foundation behind this work at @_Agi3_ . Congrats to Vahab Khoshdel and Shayan Nejadshamsi on representing it on a global stage.

A great moment for Canadian ag AI. 🇨🇦

#AIRMConsulting #ICLR2026 #AI #MachineLearning #AgAI #AgTech #CanadianInnovation

[Agi3 @_Agi3_]

Big news from Agi3. 🚀🌾

Our team presented this week at @iclr_conf 2026 in Rio, a major global stage for artificial intelligence research and innovation.

Our paper, “Monitoring Reliability of Agricultural Foundation Models Under Distribution Drift,” reflects the kind of cutting-edge AI work Agi3 is advancing: not just building powerful models, but ensuring they remain reliable as real-world conditions change.

That matters in agriculture, where weather, geography, growing conditions, and crop development are constantly shifting.

This research builds on our previously published FARM framework for canola yield prediction across the Canadian Prairies, work that was recently featured by @IBMResearch, and highlights the scientific foundation behind the broader commercial innovation we are building at Agi3.

At Agi3, we are using advanced AI to power field-level risk segmentation, precision pricing, in-season analytics, and innovations like Crop Sentry. 🌱

📡 This is the kind of foundational work that helps move agriculture toward smarter, more responsive, and more reliable decision-making.

We’re especially proud of the team behind this work, and grateful to Vahab Khoshdel, Ph.D., P.Eng and Shayan Nejadshamsi for presenting the research in Rio. 👏

A sincere thank you to @DTSupercluster, @MitacsCanada , @AIRMConsulting, and the @umanitoba for being part of this journey. 🙏

A big moment for Agi3. And an exciting glimpse of what comes next.

📡 IBM feature: https://t.co/ROQz83ouW9

📄 Full paper: https://t.co/jZzFkHJAl6

📄 OpenReview: https://t.co/u1WqbRm3QZ

#Agi3 #ICLR2026 #AAAI #OpenReview #MachineLearning #AI #DeepLearning #FoundationModels #AgAI #AgTech #GeoAI #PrecisionAgriculture #CropInsurance #RiskManagement #CropSentry #CanadianInnovation #IBMResearch #Mitacs #UniversityOfManitoba

[Agi3 @_Agi3_]

Big news from Agi3. 🚀🌾

Our team presented this week at @iclr_conf 2026 in Rio, a major global stage for artificial intelligence research and innovation.

Our paper, “Monitoring Reliability of Agricultural Foundation Models Under Distribution Drift,” reflects the kind of cutting-edge AI work Agi3 is advancing: not just building powerful models, but ensuring they remain reliable as real-world conditions change.

That matters in agriculture, where weather, geography, growing conditions, and crop development are constantly shifting.

This research builds on our previously published FARM framework for canola yield prediction across the Canadian Prairies, work that was recently featured by @IBMResearch, and highlights the scientific foundation behind the broader commercial innovation we are building at Agi3.

At Agi3, we are using advanced AI to power field-level risk segmentation, precision pricing, in-season analytics, and innovations like Crop Sentry. 🌱

📡 This is the kind of foundational work that helps move agriculture toward smarter, more responsive, and more reliable decision-making.

We’re especially proud of the team behind this work, and grateful to Vahab Khoshdel, Ph.D., P.Eng and Shayan Nejadshamsi for presenting the research in Rio. 👏

A sincere thank you to @DTSupercluster, @MitacsCanada , @AIRMConsulting, and the @umanitoba for being part of this journey. 🙏

A big moment for Agi3. And an exciting glimpse of what comes next.

📡 IBM feature: https://t.co/ROQz83ouW9

📄 Full paper: https://t.co/jZzFkHJAl6

📄 OpenReview: https://t.co/u1WqbRm3QZ

#Agi3 #ICLR2026 #AAAI #OpenReview #MachineLearning #AI #DeepLearning #FoundationModels #AgAI #AgTech #GeoAI #PrecisionAgriculture #CropInsurance #RiskManagement #CropSentry #CanadianInnovation #IBMResearch #Mitacs #UniversityOfManitoba

[AIRM Consulting @AIRMConsulting]

Happy Easter from all of us at AIRM Consulting.

At AIRM, we spend our days solving complex problems, building practical technology, and helping organizations turn new ideas into real-world impact. This Easter, we’re wishing our clients, partners, and colleagues a long weekend filled with renewal, fresh perspective, and new possibilities.

#HappyEaster #AIRMConsulting #Innovation #Engineering #AI

[AIRM Consulting @AIRMConsulting]

Today, the AIRM Consulting team is cheering on Jeremy Hansen and the Artemis II mission. 🚀🇨🇦

We had the privilege of welcoming Jeremy to AIRM’s office, where he spent time with our engineering team in connection with a project with the Canadian Space Agency | Agence spatiale canadienne.
It was a meaningful visit for our team and an inspiring reminder of the innovation, leadership, and curiosity that continue to shape Canada’s role in space.

Jeremy, we’re wishing you and the entire Artemis II crew all the very best. We’ll be watching with pride.

#JeremyHansen #ArtemisII #CanadianSpaceAgency #AIRMConsulting #Engineering #IoT #Space #Innovation #TeamCanada

[AIRM Consulting @AIRMConsulting]

AI capability is accelerating.

The ability to operationalize it remains uneven.

That is why the gap between experimentation and impact is still so wide.

Organizations that move ahead will not just adopt AI. They will be better at capturing signals, structuring decisions, and building feedback into the systems around them.

In our experience, that is where much of the real work begins:
better sensing, better data capture, stronger system architecture, and clearer decision design.

Lasting value does not come from intelligence alone.
It comes from building organizations that can actually use it.

If your organization is moving from AI experimentation to implementation, this is exactly the kind of work we help clients think through.

👉 [email protected]

#AI #EnterpriseAI #SystemsEngineering #DecisionIntelligence #AIRM

[AIRM Consulting @AIRMConsulting]

Beyond the static dashboard. ✨

We are building toward more interactive, agentic analytics that help users ask better questions and generate the right analysis in real time.

And importantly, they can be designed to keep data client-side - governed, controlled, and proprietary. 🔒🤖📊

#AIRMConsulting #AgenticAI #DataGovernance #Analytics #EnterpriseAI

[AIRM Consulting @AIRMConsulting]

Thank you, and that is exactly the issue. One of the biggest hurdles is reliable capture in real-world environments. Data may be available, but if it is inconsistent, incomplete, or disconnected from the system it is meant to support, the value of the analytics layer drops quickly. That is a big part of why we think so much about sensing, capture, and system design upstream.

[AIRM Consulting @AIRMConsulting]

A stronger model is not always the starting point.

In many real-world systems, the bigger issue is whether the underlying data is reliable, usable, and built for the task at hand.

At AIRM Consulting, we think a lot about that foundation, from synthetic data to sensor design and real-world data capture.

#AI #Data #Engineering #AppliedAI #Sensors

[AIRM Consulting @AIRMConsulting]

We wanted to take a moment to introduce AIRM Consulting and the kind of work we do. 🚀

We design and deliver end-to-end engineering and AI systems across industries, integrating sensing, data capture, software, analytics, automation, and deployment to create practical, real-world solutions. 🤖⚙️📡

Follow along to learn more about our work. 🌍

#AIRMConsulting #Engineering #AI #Automation #Innovation