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Artificial Intelligence Grants and Funding in Canada

Canadian artificial-intelligence funding can support AI development, adoption, validation, integration, and commercialization when AI is material to the proposed work. Eligibility may depend on the applicant, project stage, technical novelty, data rights and quality, validation plan, eligible costs, partners, and expected operational or commercial outcomes. Define the AI task and evidence before comparing mechanisms. Broader technology funding may fit better when AI is optional or secondary to software, equipment, or transformation work.

347 programs
  • Scale AI Cluster logo
    Grant and FundingOpen

    SCALE AI — Acceleration

    Funds AI startup support programs in Canada
    Eligible Funding
    • Maximum amount : 50,000 $
    Eligible Industries
    • Manufacturing
    • Transportation and warehousing
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)Innovation
    Canada
  • Investissement Québec (IQ) logo
    Grant and FundingLoans and Capital investmentsOpen

    ESSOR – Component 2: Support for investment projects promoting productivity and business expansion

    Supports investment projects for productivity and expansion
    Eligible Funding
    • Maximum amount : 10,000,000 $
    • Up to 25% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyConstruction and Renovation Digital Transformation
    Timeline
    • Open Date : March 26, 2026
    • Closing date : April 1, 2027
    Quebec, Canada
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  • Atlantic Canada Opportunities Agency (ACOA) logo
    Grant and FundingExpert AdviceOpen

    Strategic Industry Growth Initiative (SIGGI) - ACOA

    Funding for sustainable business growth projects
    Eligible Funding
    • Maximum amount : 50,000 $
    • Up to 75% of project cost
    Eligible Industries
    • Manufacturing
    • Wholesale trade
    • Professional, scientific and technical services
    • Administrative and support, waste management and remediation services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateHuman ResourcesDigital Transformation
    Canada
  • Agriculture and Agri-Food Canada (AAFC) logo
    Grant and FundingLoans and Capital investmentsOpen

    Canadian Agricultural Strategic Priorities Program

    Supports strategic agriculture and agri-food sector projects
    Eligible Funding
    • Maximum amount : 5,000,000 $
    • Up to 50% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Timeline
    • Closing date : March 31, 2029
    Canada
  • Investissement Québec (IQ) logo
    Loans and Capital investmentsOpen

    ESSOR - Component 5

    Support for resilient softwood lumber sawmill investments
    Eligible Funding
    • From $10,000,000 to $10,000,000
    • Up to 50% of project cost
    Eligible Industries
    • All industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyConstruction and Renovation InnovationDigital Transformation
    Quebec, Canada
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  • Quebec City logo
    Grant and FundingOpen

    Quebec City — Major projects

    Funding for major investment projects in Quebec City
    Eligible Funding
    • Maximum amount : 1,000,000 $
    • Up to 25% of project cost
    Eligible Industries
    • Manufacturing
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateConstruction and Renovation
    Canada
  • National Research Council Canada (NRC) logo
    Researchers And FacilitiesPartnering and CollaborationExpert AdviceOpen

    Advanced Manufacturing program

    Supporting innovation and digitalization in advanced manufacturing technologies
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Manufacturing
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Canada
  • Turn funding opportunities for artificial intelligence in Canada into strong applications

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  • Transal logo
    Grant and FundingOpen

    Transal - Estim.ai

    AI estimation software for productivity
    Eligible Funding
    • Maximum amount : 300,000 $
    • Up to 15% of project cost
    Eligible Industries
    • Manufacturing
    Types of eligible projects
    Artificial Intelligence (AI)
    Mission, Quebec, Canada
  • Transal logo
    Grant and FundingOpen

    Transal - ExploIT

    Support for digital productivity and data use
    Eligible Funding
    • Maximum amount : 300,000 $
    • Up to 15% of project cost
    Eligible Industries
    • Manufacturing
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyDigital Transformation
    Quebec, Canada
  • NexDev | Haut-Richelieu Economic Development logo
    Grant and FundingExpert AdviceLoans and Capital investmentsOpen

    Productivity and Sustainable Innovation Fund – Component 3: Project Implementation, It's time to take action!

    Financial support for industrial productivity and digital transformation projects
    Eligible Funding
    • Maximum amount : 10,000 $
    • Up to 10% of project cost
    Eligible Industries
    • Manufacturing
    • Wholesale trade
    • Transportation and warehousing
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Saint-Jean-sur-Richelieu, Quebec, Canada
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  • Eligible Funding
    • Maximum amount : 10,000 $
    • Up to 50% of project cost
    Eligible Industries
    • Manufacturing
    • Wholesale trade
    • Transportation and warehousing
    • Other services (except public administration)
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Saint-Jean-sur-Richelieu, Quebec, Canada
  • Business Development Bank of Canada (BDC) logo
    Loans and Capital investmentsOpen

    BDC Financing — Technology

    Technology equipment financing for businesses
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Information and cultural industries
    • Professional, scientific and technical services
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyDigital Transformation
    Canada
  • Trade Commissioner Service (TCS) logo
    Partnering and CollaborationGrant and FundingOpen

    Canadian Semiconductor R&D Partnering Delegation to France

    Supports Canadian SMEs partnering in France for semiconductor R&D
    Eligible Funding
    • Maximum amount : 15,000 $
    • Up to 50% of project cost
    Eligible Industries
    • Manufacturing
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovation
    Canada
  • Eligible Funding
    • Maximum amount : 500,000 $
    • Up to 40% of project cost
    Eligible Industries
    • Agriculture, forestry, fishing and hunting
    • Mining, quarrying, and oil and gas extraction
    • Information and cultural industries
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Canada
  • Optech logo
    Other SupportResearchers And FacilitiesExpert AdviceOpen

    OPZI – Innovation in optics and photonics

    Accelerated R&D support for optics photonics and quantum innovation
    Eligible Funding
    • Up to 40% of project cost
    Eligible Industries
    • Manufacturing
    • Professional, scientific and technical services
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovation
    Quebec, Canada
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  • Business Development Bank of Canada (BDC) logo
    Expert AdviceLoans and Capital investmentsOpen

    BDC Forestry Support Program

    Financing and advisory support for forestry businesses
    Eligible Funding
    • From $250,000 to $25,000,000
    • Up to 100% of project cost
    Eligible Industries
    • Manufacturing
    Types of eligible projects
    Artificial Intelligence (AI)
    Canada
  • Canadian Agri-Food Automation and Intelligence Network (CAAIN) logo
    Partnering and CollaborationGrant and FundingOpen

    CAAIN — 2026 CAAIN Open Competition

    Funding for collaborative agri-food innovation projects
    Eligible Funding
    • Maximum amount : 3,000,000 $
    • Up to 50% of project cost
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Timeline
    • Open Date : March 23, 2026
    • Closing date : October 9, 2026
    Canada
  • Canadian Agri-Food Automation and Intelligence Network (CAAIN) logo
    Researchers And FacilitiesPartnering and CollaborationGrant and FundingOpen

    CAAIN — Clean Agtech Validation and Integration Program

    Support for clean agtech validation and commercialization
    Eligible Funding
    • Maximum amount : 1,000,000 $
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateDigital Transformation
    Timeline
    • Open Date : August 14, 2026
    • Closing date : August 14, 2026
    Canada
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  • Oak Foundation logo
    Grant and FundingOpen

    Child Sexual Abuse Programme

    Funding for child protection and prevention initiatives
    Eligible Funding
    • From $25,000 to $7,000,000
    Eligible Industries
    • Information and cultural industries
    • Professional, scientific and technical services
    • Educational services
    • Health care and social assistance
    Types of eligible projects
    Artificial Intelligence (AI)Technology
    Canada
  • Platform

    Data-driven strategy.

    Leverage historical data to predict your likelihood of success. See how you compare against industry benchmarks and optimize your capital structure.
  • Canada Media Fund (CMF) logo
    Loans and Capital investmentsOpen

    Development and Predevelopment Funding

    Funding for linear project development and predevelopment
    Eligible Funding
    • Maximum amount : 200,000 $
    • Up to 84% of project cost
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)Human ResourcesInnovationDigital Transformation
    Timeline
    • Open Date : September 15, 2026
    • Closing date : December 8, 2026
    NT, Nunavut, Quebec, Yukon, Canada
  • Canada's Digital Technology Cluster (DIGITAL) logo
    Partnering and CollaborationOpen

    Digital Technology Cluster

    Funding for collaborative digital innovation projects
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Information and cultural industries
    • Professional, scientific and technical services
    • Health care and social assistance
    • Public administration
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateHuman ResourcesInnovation
    BC, Canada
  • Cisco logo
    Grant and FundingOpen

    Global Impact Cash Grants

    Tech-enabled social impact funding for nonprofits
    Eligible Funding
    • Maximum amount : 100,000 $
    • Up to 25% of project cost
    Eligible Industries
    • Utilities
    • Manufacturing
    • Transportation and warehousing
    • Professional, scientific and technical services
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Canada
  • Eureka Network (EUREKA) logo
    Grant and FundingOpen

    Globalstars

    International R&D cooperation for innovative market-ready technologies
    Eligible Funding
    • From $25,000 to $3,000,000
    • Up to 100% of project cost
    Eligible Industries
    • All industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovation
    Canada
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  • Invest Ottawa (IO) logo
    Expert AdviceOpen

    Invest Ottawa Accelerator Program

    Fast-track success for tech startups
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Information and cultural industries
    • Professional, scientific and technical services
    Types of eligible projects
    Artificial Intelligence (AI)Technology
    Ontario, Canada
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  • MaRS Discovery District logo
    Partnering and CollaborationExpert AdviceOpen

    MaRS — Supply AI

    Canadian AI supply chain ventures accelerator program
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Manufacturing
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)Technology
    Ontario, Canada
  • National Research Council Canada (NRC) logo
    Other SupportResearchers And FacilitiesPartnering and CollaborationGrant and FundingExpert AdviceOpen

    NRC — Aerospace Research Centre

    Aerospace R&D support for industry and partners
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Manufacturing
    • Transportation and warehousing
    • Professional, scientific and technical services
    • Educational services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Canada
  • Turn funding opportunities for artificial intelligence in Canada into strong applications

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  • National Research Council Canada (NRC) logo
    Researchers And FacilitiesPartnering and CollaborationExpert AdviceOpen

    NRC — Medical device facilities

    Medical device research and collaboration support
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Manufacturing
    • Professional, scientific and technical services
    • Health care and social assistance
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Canada
  • Computer Research Institute of Montreal (CRIM) logo
    Expert AdviceOpen

    NUMERIA program

    Training in Artificial Intelligence (AI) for Quebec SMEs
    Eligible Funding
    • Varies by project
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovation
    Timeline
    • Open Date : July 31, 2023
    Quebec, Canada
  • Platform

    Your AI grant expert.

    Meet Charles. An AI trained specifically for grants. Get instant answers to complex qualification questions.
  • Government of Ontario logo
    Expert AdviceOpen

    Ontario Export Services

    Export support for Ontario companies
    Eligible Funding
    • Varies by project
    Eligible Industries
    • All industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Ontario, Canada
  • Ontario Vehicle Innovation Network (OVIN) logo
    Partnering and CollaborationGrant and FundingOpen

    OVIN — TalentEdge Fellowship

    Funding for automotive and smart mobility fellowships
    Eligible Funding
    • From $35,000 to $70,000
    • Up to 70% of project cost
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovation
    Timeline
    • Open Date : May 6, 2022
    Ontario, Canada
  • Ontario Vehicle Innovation Network (OVIN) logo
    Grant and FundingWage Subsidies And InternsOpen

    OVIN — TalentEdge Internship

    Supports Ontario automotive and mobility internships
    Eligible Funding
    • From $30,000 to $60,000
    • Up to 50% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovation
    Timeline
    • Open Date : May 4, 2022
    Ontario, Canada
  • Canadian Agri-Food Automation and Intelligence Network (CAAIN) logo
    Other SupportPartnering and CollaborationOpen

    Prairie Agtech Validation Program

    Supports prairie agtech validation with producers and research experts
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Agriculture, forestry, fishing and hunting
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Alberta, Manitoba, Saskatchewan, Canada
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  • Québec Research Fund (FRQ) logo
    Grant and FundingOpen

    Quebec Research Fund — Society and Culture Sector (FRQSC)

    Supports research, knowledge dissemination, and student training in Quebec
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Professional, scientific and technical services
    • Educational services
    • Health care and social assistance
    • Arts, entertainment and recreation
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateHuman ResourcesInnovationDigital Transformation
    Quebec, Canada
  • École des entrepreneurs du Québec (ÉEQ) logo
    Grant and FundingOpen

    Quebec school for entrepreneurs

    Growth strategy training for expanding businesses
    Eligible Funding
    • Maximum amount : 299 $
    • Up to 25% of project cost
    Eligible Industries
    • All industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)Human ResourcesInnovation
    Quebec, Canada
  • Prairies Economic Development Canada (PrairiesCan) logo
    Grant and FundingLoans and Capital investmentsOpen

    Regional Artificial Intelligence Initiative (RAII) in the Prairie Provinces

    Support for responsible AI commercialization and adoption
    Eligible Funding
    • From $250,000 to $5,000,000
    • Up to 90% of project cost
    Eligible Industries
    • Agriculture, forestry, fishing and hunting
    • Mining, quarrying, and oil and gas extraction
    • Manufacturing
    • Information and cultural industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyHuman Resources
    Alberta, Manitoba, Saskatchewan, Canada
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  • Standards Council of Canada (SCC) logo
    Expert AdviceOpen

    Standards Council of Canada

    Supports Canada’s standards and accreditation system
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Professional, scientific and technical services
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovation
    Canada
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  • Startup Canada logo
    Grant and FundingOpen

    Startup Canada — Equal Slice Program

    Empowering underserved entrepreneurs across Canada
    Eligible Funding
    • From $10,000 to $10,000
    Eligible Industries
    • All industries
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)Digital Transformation
    Canada
  • CCTT Network - Synchronex logo
    Other SupportResearchers And FacilitiesPartnering and CollaborationExpert AdviceOpen

    Synchronex

    Innovation support across Quebec
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Agriculture, forestry, fishing and hunting
    • Manufacturing
    • Transportation and warehousing
    • Professional, scientific and technical services
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Quebec, Canada
  • ventureLAB logo
    Other SupportExpert AdviceOpen

    ventureLAB — Investment Readiness

    Capital support for hardtech and deeptech startups
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Manufacturing
    • Information and cultural industries
    • Professional, scientific and technical services
    • Health care and social assistance
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovation
    Markham, Ontario, Canada
  • Platform

    Data-driven strategy.

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  • PROMPT logo
    Grant and FundingOpen

    PROMPT — PARTENAR-IA

    Collaborative AI innovation for Quebec business consortiums
    Eligible Funding
    • Varies by project
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)
    Timeline
    • Open Date : July 9, 2026
    Quebec, Canada
  • Alberta Innovates logo
    Grant and FundingOpenClosing Soon

    Alberta Innovates — LevMax-Health

    Funding support for health research and innovation in Alberta
    Eligible Funding
    • Maximum amount : 750,000 $
    Types of eligible projects
    CommercializationArtificial Intelligence (AI)TechnologyInnovation
    Timeline
    • Closing date : August 28, 2026
    Alberta, Canada
  • Kingston Arts Council (KAC) logo
    Grant and FundingOpenClosing Soon

    Enterprise Fund

    Business development support for Ontario publishers and screen companies
    Eligible Funding
    • Maximum amount : 150,000 $
    • Up to 75% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)Technology
    Timeline
    • Closing date : August 27, 2026
    Ontario, Canada
  • Ontario Creates logo
    Grant and FundingOpenClosing Soon

    Ontario Creates — Enterprise Fund

    Supports growth in Ontario’s publishing and screen sectors
    Eligible Funding
    • Maximum amount : 150,000 $
    • Up to 75% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovationDigital Transformation
    Timeline
    • Closing date : August 27, 2026
    Ontario, Canada
  • Get grants for artificial intelligence in Canada for your business

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  • Telus logo
    Other SupportPartnering and CollaborationGrant and FundingOpenClosing Soon

    Stand With Owners — Telus Business

    Canadian business contest with prizes and exposure
    Eligible Funding
    • From $10,000 to $50,000
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateHuman ResourcesDigital Transformation
    Timeline
    • Open Date : June 2, 2026
    • Closing date : September 2, 2026
    Canada
  • EmployAbilities logo
    Grant and FundingOpening Soon

    Learn 2 Earn

    Job support for Edmonton youth with barriers
    Eligible Funding
    • Maximum amount : 5,000 $
    Eligible Industries
    • Educational services
    • Health care and social assistance
    Types of eligible projects
    Artificial Intelligence (AI)Human Resources
    Edmonton, Alberta, Canada
  • National Research Council Canada (NRC) logo
    Grant and FundingClosed

    NRC IRAP – AI Assist

    Supports Canadian SMEs in adopting and integrating advanced AI solutions
    Eligible Funding
    • From $750,000 to $10,500,000
    • Up to 100% of project cost
    Eligible Industries
    • Manufacturing
    • Information and cultural industries
    • Professional, scientific and technical services
    • Educational services
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyInnovation
    Canada
  • Platform

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  • Turn funding opportunities for artificial intelligence in Canada into strong applications

    Build a clearer funding plan and prepare stronger applications with guidance from our funding team.

  • Government of Québec logo
    Partnering and CollaborationGrant and FundingClosed

    Call for collaborative and structuring innovation projects in Quebec's strategic sectors

    Collaborative innovation funding for Quebec's strategic sectors
    Eligible Funding
    • Maximum amount : 1,000,000 $
    • Up to 35% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovationDigital Transformation
    Timeline
    • Open Date : April 1, 2026
    • Closing date : June 30, 2026
    Quebec, Canada
  • Computer Research Institute of Montreal (CRIM) logo
    Grant and FundingClosed

    DÉCLIC IA

    AI project support for Quebec SMEs
    Eligible Funding
    • Maximum amount : 45,000 $
    • Up to 45% of project cost
    Types of eligible projects
    Artificial Intelligence (AI)
    Timeline
    • Closing date : June 30, 2026
    Quebec, Canada
  • National Research Council Canada (NRC) logo
    Partnering and CollaborationGrant and FundingClosed

    Collaborative Science, Technology and Innovation Program - Collaborative R&D Initiatives

    Supports collaborative R&D addressing major Canadian policy challenges
    Eligible Funding
    • Varies by project
    Eligible Industries
    • Professional, scientific and technical services
    • Educational services
    • Health care and social assistance
    • Public administration
    Types of eligible projects
    Artificial Intelligence (AI)TechnologyEnvironment and ClimateInnovation
    Canada
  • Scale AI Cluster logo
    Grant and FundingExpert AdviceClosed

    Funding for customized AI training

    Digital Intelligence Training Grants for Canadian Businesses
    Eligible Funding
    • From $5,000 to $1,000,000
    Types of eligible projects
    Artificial Intelligence (AI)
    Timeline
    • Closing date : February 16, 2026
    Canada

Questions about AI grants and funding in Canada

AI scope, project stage, data, validation, costs, governance, partners, and measurable outcomes.

What makes a project an AI funding project?

AI should be material to the proposed work, not merely mentioned in a product description. Explain the model or decision task, data inputs, technical work, intended users, validation method, and business outcome. The program’s scope determines whether development, adoption, commercialization, or another stage is recognized.

How do AI development and AI adoption projects differ?

Development usually creates or materially improves a technical capability and must prove performance. Adoption usually integrates an existing solution into operations and must demonstrate implementation value. Their work plans, technical uncertainty, suppliers or research partners, evidence, eligible costs, and measures of success can therefore differ.

What evidence strengthens an AI funding application?

Prepare a defined use case, current baseline, technical architecture, data authority and quality, validation criteria, delivery milestones, team roles, customer or partner evidence, a costed work plan, and the expected operational or commercial result. Match the depth of evidence to the project’s actual stage.

Which AI project costs require careful review?

Review internal labour, contractors, cloud or computing resources, data acquisition and preparation, software, equipment, testing, cybersecurity, integration, and commercialization only where relevant. Programs can treat subscriptions, routine operations, related parties, work completed before approval, and capital assets differently, so confirm each category and date.

Why do privacy and responsible-AI controls matter for funding readiness?

They show that the project can be delivered and evaluated without unmanaged data, security, bias, safety, or accountability risks. Describe data authority, access, testing, human oversight, incident handling, affected users, and responsibility for decisions at a level proportionate to the use case and project stage.

How should AI partners and intellectual-property roles be defined?

Identify who supplies data, models, infrastructure, research, implementation, validation, and customer access. Record background and project intellectual property, licensing, publication, data-use rights, procurement, commercialization, and continuing support. A recognizable partner does not replace the applicant’s need for delivery capacity and decision authority.

When is broader technology funding a better fit than AI funding?

Broader technology funding is often a better fit when the primary work concerns software, hardware, equipment, cybersecurity, automation, or digital transformation and AI is optional or secondary. AI-specific funding is more relevant when model development, AI integration, AI-specific validation, or an AI-enabled decision process is material to the project’s scope, costs, risks, and expected outcomes.

What data readiness should an AI project demonstrate?

Identify the data needed, where it comes from, who may use it, and whether its quality is sufficient for the intended decision. Document gaps, access controls, retention, consent, and a method for testing bias or error. A prototype can begin with limited data, but the plan should explain how the team will obtain reliable inputs before the system affects customers, employees, or operations.

How should an AI project move from experiment to implementation?

Use explicit stages: problem validation, baseline measurement, prototype, controlled test, user review, integration, and monitored operation. Give each stage a decision gate and evidence threshold. This prevents a broad transformation idea from being budgeted as if the technology were already production-ready. It also helps separate research work, software development, data preparation, training, and recurring operating costs.

What workforce costs belong in an AI adoption plan?

Include the time needed to redesign work, prepare data, train users, test outputs, update controls, and support adoption. Software or consulting fees may be only part of the project. Name the roles that will approve, use, and monitor the system. Explain how responsibilities change and which skills remain internal after suppliers leave. Funding fit is stronger when the organization can sustain the new process.

Which outcomes can show whether an AI investment is working?

Choose measures tied to the original problem, such as processing time, error rate, service capacity, forecast accuracy, conversion, downtime, or employee effort. Record a baseline before implementation and include quality and risk guardrails. Activity counts, model accuracy, or completed training do not prove business value by themselves. Assign an owner and review date for every measure used in the project case.