How a B2B distributor cut its order cycle by 47% with AI
Case study of an automated email classification project integrated with a NetSuite ERP. Method, results, and lessons learned.
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ChatGPT, Claude, Gemini: choosing the right LLM for your Quebec SMB
A pragmatic guide to weighing your options based on cost, privacy, and performance, with a focus on Quebec Law 25 compliance.
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From AI hype to real impact: building systems that deliver
Most AI projects fail to reach production. Here are the four main reasons and how NUMRIQ systematically avoids them with its Quebec…
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RAG, fine-tuning, prompt engineering: choosing the right approach
Three approaches, often confused, sometimes combined. A decision framework for knowing which to use for your case — cost, complexity, output quality.
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How an accounting firm automated 60% of its invoice extraction
12-employee firm, 800 invoices per month, manual entry eating 25% of technician time. A 4-month project from diagnostic to deployment.
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2026, the year of AI agents: what works, what doesn’t
"Agentic AI" is the buzzword of the year. But what's actually an agent? And when is it worth taking to production?
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Anthropic, OpenAI, Mistral: what actually shipped in Q4 2025
Late 2025 was packed with model releases. Here's what actually changes for businesses, past the announcement noise.
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The hidden cost of your AI POC: 5 expenses no one calculates
A $5,000 POC can easily cost $60,000 a year in production. Here are the five expense lines that initial budgets systematically forget.
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Quebec’s Law 25 and AI: what’s changing for SMBs
Canadian hosting isn't enough. Here's what Law 25 actually requires when you deploy AI solutions, and what you need to do before…
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