NSF ICICLE AI Institute

What NSF ICICLE AI Institute does

NSF ICICLE (Intelligent Cyberinfrastructure with Computational Learning in the Environment) is a U.S. National Science Foundation-funded AI research institute established in July 2021 as one of 11 new NSF AI Research Institutes under a combined $220 million national investment (award OAC-2112606). Led by The Ohio State University, the institute operates as a 14-institution consortium spanning AI, cyberinfrastructure (CI), food systems, precision agriculture, and animal ecology domains, with a 21-person team headquartered in Columbus, OH and Director Dhabaleswar K. (DK) Panda (ACM Fellow 2025). ICICLE's core technical thesis is that an edge-to-center, plug-and-play architecture integrating AI with advanced CI capabilities (HPC, Cloud, edge) can render AI more accessible and trustworthy for non-specialist end users across scientific, educational, and commercial domains.\n\nThe institute's product surface centers on the ICICLE AI Service Portal, an integrated platform hosting domain-specific AI services. Core products include HARVEST (a distributed semi-supervised computer vision framework for expert labeling in agriculture, Best Paper at PEARC25), the GM Food Flow Portal (a Graph Neural Network-based geospatial model covering 9 million+ links across 3,000+ U.S. counties), FEAST (an agent-based food access simulation deployed at TACC via Kubernetes/TAPIS), and Farmtofacts.org (a farmers' market data platform with instances in the U.S. and Canada). Supporting modules include a Geospatial Knowledge Graph, a Privacy-Preserving Web Portal, a Vehicle Routing Model for first/last-mile food logistics, and Open Pass/ArrayMorph agricultural data tools. AI capabilities span computer vision, optimization, predictive analytics, anomaly detection, knowledge retrieval, generative AI, and process automation, applied across multimodal data (image, video, structured data, text).\n\nNSF ICICLE is not a commercial enterprise. It is funded by NSF grant OAC-2112606 and distributes all outputs as open-source assets through its website, GitHub organization, academic publications, and training catalog. GTM is community-led via a multi-tiered engagement model: Student Associates (Educational Fellows), Visiting Research Fellows, Academic Collaborators, Industry Partners (tiered sponsorship-based ICICLE Industry Council), and Stakeholder Roundtable Members. End-users of its tools include farmers in the Ohio region, the Wisconsin Food Hub Cooperative, Brown County Wisconsin (FEAST deployment), The Wilds conservation center, and Farmers' Markets of Nova Scotia. The institute operates K-12 outreach (Presidential AI Challenge mentorship), graduate/undergraduate Educational Fellows programs, and a NextGens student community. No equity, commercial pricing, or product licensing revenue exists.

Name

NSF ICICLE AI Institute

Legal name

U.S. National Science Foundation AI Institute for Intelligent Cyberinfrastructure with Computational Learning in the Environment

Website

https://icicle.osu.edu

Company type

Private

Founded year

2021

Operating status

Operating

Headcount range

11–50 employees

Short description

NSF-funded AI research institute led by The Ohio State University, building next-generation cyberinfrastructure to democratize AI across digital agriculture, animal ecology, and food systems via a 14-institution consortium.

Ownership category

akta.pro rank

Product category

AI Research and Cyberinfrastructure

NAICS

Educational Support Services (611710), All Other Schools and Instruction (61169), Public Administration (92)

SIC

Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), AI & Emerging Technology Literacy (EDAAAIAJ), Institutes of Technology (IoT / Technical Universities) (EDAHAEAC)

Keywords

• AI research institute
• Cyberinfrastructure platforms
• Digital agriculture AI
• Food systems analytics
• Animal ecology computing

Headquarters

HQ city

Columbus

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Operations, Marketing or Sales

Revenue model

1. NSF Funding: Primary funding from U.S. National Science Foundation under grant OAC-2112606. This is a research institute, not a commercial enterprise.

Go-to-market motion1 record

Distribution channels3 records

Marketing channels8 records

Core offering

NSF ICICLE AI Institute is a federally funded research institute that builds next-generation cyberinfrastructure to democratize AI across scientific and commercial domains. It develops and distributes open-source AI software platforms, including the GM Food Flow Portal, FEAST simulation tool, Farmtofacts.org, and the HARVEST distributed computer vision framework, targeting digital agriculture, animal ecology, and food systems applications. The institute operates as a multi-institutional consortium of 14 universities led by The Ohio State University, producing software tools, training materials, and research publications rather than commercial products.

Product overview

NSF ICICLE AI Institute is a National Science Foundation-funded research institute led by The Ohio State University that develops cyberinfrastructure to democratize AI across scientific, educational, and commercial domains. The institute operates as a platform-plus-modules architecture centered on its integrated AI Service Portal, which hosts domain-specific services. Core products include HARVEST (distributed computer vision framework), GM Food Flow Portal (GNN-based food supply chain modeling), FEAST (agent-based food access simulation), and Farmtofacts.org (farmers' market data platform). Supporting modules include Open Pass and ArrayMorph for agricultural data processing, the Geospatial Knowledge Graph for network resiliency analysis, Privacy-Preserving Web Portal for secure data sharing, and Vehicle Routing Model for regional logistics optimization. The institute also offers training materials via its GitHub catalog and runs an Educational Fellows Program for workforce development. Key application domains are digital agriculture, animal ecology, and food systems planning.

Differentiator

Problem solved

Functional benefit

Brands

• NextGens: NSF ICICLE Next Generation Student Community - a student-led community for participants in the ICICLE program
• NSF ICICLE Educational Fellows Program
• Presidential AI Challenge
• K-12 Outreach

Products and services

• Farmtofacts.org Platform capturing granular vendor-level data from farmers' markets to track local economic impacts and ecosystem services, deployed across U.S. and Canadian farmers' markets.
• FEAST (Food Equity Access Simulation Technology) Agent-based modeling tool deployed via HPC infrastructure at TACC for food access decision support, featuring interactive mapping at census tract, block group, and building levels and a scenario engine for emergency food distribution planning.
• GM Food Flow Portal Geospatial AI platform using Graph Neural Networks to model over 9 million food supply chain links across 3,000+ U.S. counties, with scenario simulation mode for what-if analysis of supply chain disruptions.
• Vehicle Routing Model Open-source routing optimization framework for regional fresh food distribution covering first-mile and last-mile logistics, designed for small-to-medium wholesale businesses and validated using Wisconsin Food Hub Cooperative operational data.
• HARVEST (High-Performance Semi-Supervised Learning Framework) Distributed computer vision framework for expert labeling that enables high-performance semi-supervised learning for crop, field, and ecological imagery analysis.
• ICICLE AI Service Portal Integrated platform hosting domain-specific AI services spanning digital agriculture, animal ecology, and food systems, including interactive scenario simulation capabilities for macroeconomic analysis.
• NSF ICICLE Educational Fellows Program Program offering research opportunities for graduate and undergraduate student associates, focused on developing AI-enabled workforce.
• Training Materials and Catalog Comprehensive training resources and workshop materials available through the ICICLE training catalog repository on GitHub, supporting AI and cyberinfrastructure education.

Quantifiable outcome

• 9% reduction in first-mile logistics operations costs using vehicle routing optimization
• +2 more outcomes

Named customers5 records

Segments5 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability13 records

Feature12 records

Partnerships

16 partnerships are on record, tiered flagship and core.

• AIIRA (AI Institute for Resilient Agriculture)flagshipStrategic or Co-development Partner · 18 March 2024MOU between NSF ICICLE and AI Institute for Resilient Agriculture. Complementary expertise: ICICLE developing end-to-end training solutions deployable on HPC; AIIRA collecting agricultural image and multi-modal data for open-source ag foundational models.
• AI4OPT (AI Institute for Advances in Optimization)flagshipStrategic or Co-development Partner · 18 August 2023MOU signed to strengthen collaboration between ICICLE and AI4OPT. Focus on promoting food logistics and building resilient multi-agent supply chains. Building academic consortium to optimize food logistics across farmers, food security organizations, food aggregators and distributors.
• The Ohio State UniversitycoreStrategic or Co-development PartnerLead institution for ICICLE. Home to the Director (DK Panda) and primary coordination hub for the 14-institution consortium.
• Ohio Supercomputer Center (OSC)coreStrategic or Co-development PartnerKey partner providing HPC and storage infrastructure. Hosted ICICLE All Hands Meeting and supports AI bootcamps for cyberinfrastructure professionals.
• Indiana UniversitycoreStrategic or Co-development PartnerPartner institution contributing to AI research and education, including high school AI ethics curriculum development.
• Case Western Reserve UniversitycoreStrategic or Co-development PartnerPartner institution with collaboration on food systems and privacy-preserving technologies (Dr. Erman Ayday's team).
• Iowa State UniversitycoreStrategic or Co-development PartnerPartner institution contributing to the NSF ICICLE consortium.
• Rensselaer Polytechnic Institute (RPI)coreStrategic or Co-development PartnerPartner institution contributing expertise in ecological applications and computer vision.
• Rutgers UniversitycoreStrategic or Co-development PartnerPartner institution with faculty member Prof. Zhao Zhang receiving NSF CAREER award for ICICLE-related research.
• San Diego Supercomputer Center (SDSC)coreStrategic or Co-development PartnerPartner institution hosting ICICLE Open House events and contributing HPC expertise.
• Texas Advanced Computing Center (TACC)coreStrategic or Co-development PartnerPartner institution providing HPC infrastructure for FEAST deployment and advanced computing resources.
• University of California, San DiegocoreStrategic or Co-development PartnerPartner institution contributing to the ICICLE consortium.
• University of DelawarecoreStrategic or Co-development PartnerPartner institution contributing to the NSF ICICLE project.
• University of OregoncoreStrategic or Co-development PartnerPartner institution contributing to the ICICLE consortium.
• University of UtahcoreStrategic or Co-development PartnerPartner institution with Dr. Manish Parashar presenting on Responsible AI for Science Discovery.
• University of WisconsincoreStrategic or Co-development PartnerKey partner hosting Wisconsin ICICLE team including Dr. Song Gao (Geography), Michelle Miller (CIAS), and Dr. Alfonso Morales (Planning). Leads national, regional, and local food systems research.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Broad incumbents

• Mila (Quebec AI Institute): Major publicly funded AI research institute with deep academic and industry partnerships. Comparable as a large-scale, mission-driven AI research consortium, though Mila is much broader in scope and commercial in orientation.
• Allen Institute for AI (AI2): Non-profit AI research institute producing open-source models and benchmarks. Comparable as a research institute with open-source AI outputs and a mission to broaden AI access, though AI2 is privately funded rather than federally.
• National Center for Supercomputing Applications (NCSA): Long-standing federally supported HPC center at the University of Illinois. Comparable as a national cyberinfrastructure provider with HPC + AI research programs, though NCSA operates a broader CI mandate beyond ICICLE's plug-and-play AI focus.
• MIT-IBM Watson AI Lab: Industry-academic AI research partnership producing foundational AI research. Comparable as a high-profile AI research collaboration with HPC and AI integration, though commercial-philanthropic rather than federally funded.
• Stanford HAI (Human-Centered AI Institute): University-affiliated AI research institute focused on democratizing and humanizing AI. Comparable in academic mission and policy influence, though Stanford HAI is funded by philanthropy and industry rather than NSF.

Direct peers

• Texas Advanced Computing Center (TACC): ICICLE partner institution providing HPC infrastructure for FEAST deployment. Comparable as a federally funded HPC center that hosts AI research workloads and has overlapping AI-for-science programs.
• AI Institute for Resilient Agriculture (AIIRA): NSF AI Research Institute at Iowa State University focused on agriculture AI. Signed an MOU with ICICLE in 2024; complementary in that ICICLE provides HPC-deployable training infrastructure while AIIRA collects agricultural data. Sibling institute with overlapping ag-AI mandate.
• NSF Institute for Artificial Intelligence and Fundamental Interactions (IAIFI): Another NSF AI Research Institute launched in 2021. Comparable as a peer NSF AI institute with shared funding model, consortium structure, and federal AI mandate, though focused on physics rather than agriculture or ecology.
• San Diego Supercomputer Center (SDSC): ICICLE partner institution hosting ICICLE Open House events. Comparable as a national HPC center with AI research activities and educational outreach, overlapping directly in CI infrastructure provisioning.
• AI4OPT (NSF AI Institute for Advances in Optimization): Another NSF AI Research Institute launched in 2021; signed an MOU with ICICLE in 2023 to collaborate on food logistics and resilient multi-agent supply chains. Directly comparable in funding model, consortium structure, and federal AI mandate.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/icicleai
• YouTubeyoutube.com/@icicle4817
• LinkedInlinkedin.com/company/icicle-ai-ci

Revenue estimate

Valuation estimate

Number of profiles

Profiles6 records

Funding overview

Funding rounds

Investors

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M&A

Investments

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Frequently asked questions about NSF ICICLE AI Institute