A practical sequence for SME operators: pick one process, measure it, then decide chatbot, document AI, or workflow automation.
Start with a process, not a model
If you run a growing company without engineers on staff, “we should use AI” is not a project. A process is a project: invoices that take a morning to type, support questions you answer the same way every day, meetings nobody documents, photos someone has to eyeball.
Write down the process in one paragraph: who starts it, what they look at, what “done” means, and how often it happens. If you cannot describe it, you are not ready to automate it.
Measure the pain in hours, not hype
Count hours per week and error cost. A two-hour daily copy-paste job is a better AI candidate than a vague wish for “predictive insights.” Hours you can measure are how you will know the build worked.
Also note constraints: is the data in WhatsApp, PDFs, a spreadsheet, or a camera feed? That decides whether you need a chatbot, document pipeline, or computer vision — not which brand of LLM is trendy this month.
Pick the thinnest product that removes the hours
Chatbot or knowledge assistant: the answers already exist in FAQs, policies, or product docs, and a person currently searches or types them.
Document processing: someone retypes invoices, forms, or IDs. The model’s job is extract, classify, summarize — then a human confirms the exceptions.
Workflow / agent: the system must take an action in another tool (create a ticket, send WhatsApp, update a sheet). This is more integration work than “chat.”
Vision: the input is an image or video (safety, quality, sports). That is a different pipeline than text.
Prove one slice before you scale
A good SME build is a thin slice: one document type, one support intent, one camera view. You should be able to watch it fail and correct it. If a vendor starts with a six-month platform and a steering committee, they are selling a different company than yours.
AEVANTIQ’s AI work follows that pattern — assistants, summaries, and detection systems that a non-technical operator can actually use. If you want help picking the slice, book a consultation and bring the paragraph you wrote in step one.