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.
Read 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.
Read 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…
Read 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.
Read 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.
Read 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?
Read 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.
Read 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.
Read 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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