Knowledge Base
SR&ED playbooks and product insights
In-depth, CRA-aligned guidance for technical teams preparing stronger claims.
All tags
AI
AI Act
AI/ML
Audit
Best Practices
Canadian Subsidiary
Case Study
Claim Preparation
Common Mistakes
Contract Work
CRA
CRA Review
CRA Rules
Cross-border
DIY
Documentation
Eligibility
Freelancers
Funding Strategy
Government Grants
Grant Funding
Incorporation
Innovation
International Business
IP Ownership
IP Transfer
IRAP
Legal Requirements
LoRA
Machine Learning
Misconceptions
Mitacs
Multiple Projects
Myths
NSERC
Pre-incorporation Work
Preparation
Proactive
Project Management
RAG
Regulatory Compliance
SALT
Small Business
Software Development
Spin-off
SR&ED
Subcontractors
Tax Credits
Technical Innovation
Technical Requirements
Technology Eligibility
U.S. Startups
University Research

SR&ED for AI/ML Projects: From RAG to LoRA, What Counts and What Does Not
Navigate SR&ED eligibility for AI/ML work including RAG, LoRA fine-tuning, and multi-agent frameworks like CrewAI
SR&ED for AI/ML Projects: From RAG to LoRA, What Counts and What Does Not Many AI/ML teams wonder if their work on Retrieval Augmented Generation (RAG), fine tuning with Low Rank Adaptation…
2025-01-162 minSmartSRED Team
SR&ED
AI/ML
RAG
LoRA