Earlier engineering notes, implementation guides and research from the AIMEC build process.
A business automation system is not a single piece of software. It is the architecture that connects the systems where your business stores information, the workflows that move…
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A model that costs less per million tokens is not necessarily cheaper to operate. In a production AI workflow, token charges are only one part of the bill.…
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AI agent development services go far beyond connecting a large language model to a chat interface. A production AI agent may need to retrieve company data, call APIs,…
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Ollama and vLLM can both turn an open-weight large language model into an API running on infrastructure you control. But they are optimized for very different operating conditions.…
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If you want to run an LLM locally, Ollama is generally the better choice when you want a convenient local model service with minimal runtime management. llama.cpp becomes…
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Pricing and features verified: September 2026 If you are choosing between Zapier, Make and n8n, there is no universal winner. For businesses that want to connect common SaaS…
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To evaluate a RAG pipeline means to test two systems, not one. First, you need to determine whether the retrieval layer found the evidence required to answer the…
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AI inventory replenishment uses predictive models to estimate future demand and then combines those forecasts with actual inventory position, supplier lead times, safety stock, ordering constraints and risk…
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When it comes to private AI for regulated industries, it is not simply an AI model running on a server inside your building. A genuinely private AI environment…
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Businesses rarely struggle to find automation software. The harder problem is choosing the right automation platform for the processes they actually need to run. Zapier may be ideal…
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AI cost estimation should start with the business system you need to operate, not the price of the model. In 2026, published market benchmarks span from low-five-figure internal…
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Businesses have enormous amounts of valuable knowledge locked inside contracts, policies, technical documentation, customer records, reports, internal wikis and operational systems. Large language models can make that information…
Read field noteAIMEC designs and builds AI agents, private AI, automation and the integration infrastructure that connects models to real business operations.
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