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Understand before you invest

Law 25, security, data sovereignty and funding: guides written for executives, grounded in the official texts and in our own work on the ground in Quebec.

A port terminal with stacked shipping containers and loading cranes under an overcast sky
Funding8 min read

RTRI: up to $3M for Quebec businesses hit by tariffs

CED’s RTRI funds 50% of automation projects for Quebec businesses hit by tariffs, plus up to $2M in liquidity. Eligibility, the maths and how to apply.

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Close-up of a chip and its components on a circuit board
Sovereignty9 min read

GLM-5.3-Flash: what Zhipu’s open model changes for local AI in business

Zhipu’s GLM-5.3-Flash under the MIT licence: 320 billion parameters, multimodal and very cheap. The server it needs and what it is worth to an SME.

A server’s drive bays lit in blue, status lights on
Sovereignty9 min read

DeepSeek-V4.1-Flash: an open model built to run lean, analyzed for business

DeepSeek-V4.1-Flash under the MIT licence: 552 billion parameters, 8 to 16 billion active and a far smaller context memory. What it is worth to an SME.

A GeForce RTX graphics card with glowing fans inside a computer case
Sovereignty13 min read

Qwen3.8: what Alibaba’s new family changes for local AI in the enterprise

Qwen3.8-27B, released August 14, 2026 under Apache 2.0: multimodal, a 262,000-token context and sharply higher benchmarks. What it means for an SME.

A stormy sky of dark clouds broken by a shaft of light
Strategy12 min read

Local AI or public cloud: the complete business case to justify your choice

The legal, economic and operational arguments that justify local AI to an executive team, backed by verified figures, and the limits worth admitting.

The Parliament of Canada building in Ottawa
Funding13 min read

AI funding in Canada in 2026: LIFT, IRAP, the reformed SR&ED and the other federal levers

Federal support for funding an AI project in 2026: BDC’s LIFT loan, RAII, NRC IRAP, the reformed SR&ED, Scale AI and Mitacs. Rates, ceilings and advice.

A hand on a calculator, working through a budget
Funding11 min read

Stacking Quebec and Canadian support for an AI project: three standard packages in 2026

How to combine ESSOR, RAII, LIFT, IRAP, SR&ED, CRIC and C3I without breaking the stacking rules: three costed packages for an SME AI project.

Graphics cards laid out side by side
Sovereignty14 min read

Top 5 AI models to host on your own servers in 2026: an honest comparison

The five best open-weight AI models for an SME as of July 2026: Qwen3.6, Gemma 4, Qwen3.5, Mistral Small 4 and GPT-OSS. VRAM, licences, French.

Network cabling and a server in a rack
Sovereignty14 min read

Local AI or ChatGPT Enterprise: an honest comparison for a Quebec SME

ChatGPT, Copilot, Claude and Gemini against an enterprise brain hosted on your own servers: July 2026 prices, sovereignty, Law 25 and a verdict by situation.

A handshake between two businesspeople
Strategy10 min read

How to choose an AI consulting firm: the 12 questions to ask before you sign

Twelve questions to put to any AI consulting firm before signing: hosting, milestones, Law 25, reversibility. With the red flag that goes with each one.

A project plan sketched out on a whiteboard
Strategy13 min read

Why so many AI projects fail: the numbers, then the seven avoidable mistakes

MIT, Gartner, S&P Global and RAND have measured the carnage among AI projects. What those numbers really say, and the seven avoidable mistakes in an SME.

Archive binders lined up on shelves
Strategy11 min read

Is your data ready for AI? A 10-point self-assessment

Ten concrete tests to run this week to find out whether your documents, access rights and formats are ready for AI, with the remedy for each symptom.

An open notebook and glasses on a desk
Strategy11 min read

RAG, fine-tuning, agents, automation: a decision-maker’s AI glossary

RAG, fine-tuning, agents, tokens, local inference: every term explained in business language, with when it is the right choice and when it is not.

An analyst in front of screens of charts and indicators
Strategy12 min read

How to measure the ROI of an AI assistant: the recovered-hours method

A simple, honest method for measuring the return on an AI assistant: a baseline, recovered hours, full costs and milestones. With the research to back it up.

A welding arc throwing sparks across a steel workpiece
Strategy10 min read

AI in a metal fabrication shop: five use cases that pay for themselves

Estimating, DXF bills of materials, CSA standards, schedules: five local AI use cases that pay for themselves in a metal fabrication shop.

A team meeting in front of a whiteboard and a presentation screen
Strategy10 min read

The AI acceptable use policy: the document most SMEs are missing

Shadow AI, seven principles, roles, prohibited uses, practical appendices: how to give your SME an AI acceptable use policy that meets Law 25.

The Quebec Parliament Building lit up at night
Funding12 min read

AI funding in Quebec in 2026: who pays for what, and how to build an application

The 2026 landscape of support for funding an AI project in Quebec: ESSOR, NRC IRAP, SR&ED, CRIC, C3I and training. Rates, ceilings, deadlines and advice.

A server room lit in blue
Sovereignty10 min read

CLOUD Act: why a server in Montreal is not always sovereign

The CLOUD Act lets US authorities demand data from an American provider even when it sits in Canada. How to choose genuinely sovereign AI hosting in Quebec.

Rack-mounted servers in a data centre
Security9 min read

SOC 2 Type II: reading a vendor report without being sold a story

SOC 2 explained for Quebec executives: the AICPA attestation report, Type I versus Type II, how to read a report, and its limits against the CLOUD Act.

A steel padlock, standing in for information security
Security9 min read

ISO 27001: what the certificate proves (and does not prove) about an AI vendor

What ISO/IEC 27001 certification proves about an AI vendor, what it leaves out, how to verify a certificate, and the questions to ask.

Glasses and a calculator resting on analysis reports
Compliance12 min read

The privacy impact assessment, demystified: how to assess an AI project before you deploy it

The privacy impact assessment explained step by step: when it is required, who runs it, the concrete stages, and transfers outside Quebec.

A checklist being ticked off with a marker
Compliance11 min read

Law 25 checklist: the 12 obligations a Quebec business has to tick off

The 12 obligations under Law 25, one by one: what each one means, the trap people fall into, and a 10-minute test to see where your business actually stands.

Signing a contract
Compliance16 min read

Law 25: the complete compliance guide for Quebec businesses

Scope, timeline, 12 obligations, penal fines up to $25M and the requirements that apply to AI: the Law 25 guide for every Quebec business.