Blog
What we learn on every project, explained for the people who decide: costs, risks and where to start.
RAG vs fine-tuning as a business decision: what each technique does with your documents, when to use each, one-time and recurring costs, privacy, how to combine them and how to validate with a pilot before investing more.
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Ballpark investment ranges, what makes a project cost more or less, the costs almost nobody mentions and when building custom beats paying for SaaS.
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What an AI agent on WhatsApp is, how it differs from a chatbot, what it can do for sales and support, how it works under the hood, the most common mistakes and how to implement it step by step.
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Websites and apps built “by prompts” reach production with exposed keys, unauthorized endpoints and architectures that don't scale. What vibe coding is, its real risks and how to use AI with proper engineering.
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From RAG, embeddings and vector databases to agentic AI, MCP, reasoning models, voice agents, GraphRAG and GEO/AEO: what's trending in AI for business, which use cases pay off and how to implement them safely.
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How to tokenize a real-world asset in 7 steps: feasibility, legal structure, token design, smart contracts, KYC platform, issuance and operation. Timelines, costs, blockchains and regulation by country.
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