AI & Automation
AI automation for small business: choosing a useful first project
Identify a practical first AI automation project by examining repetitive tasks, exceptions, ownership and the evidence a pilot should produce.
Start with a task you can describe
A useful automation brief begins with an observable problem. Perhaps inquiries arrive in three places, someone copies the same details into a spreadsheet, and follow-up depends on memory. “Use AI” does not describe the change you need. “Prepare a complete inquiry record and show the owner what is missing” does.
Write down the trigger, the information available, the person responsible and the result they need. This gives you something concrete to test before choosing software.
Separate fixed rules from interpretation
Some steps do not need AI. A required-field check, a duplicate identifier or a rule that routes a selected service can be handled deterministically. AI may help interpret a free-text request or draft a summary, but uncertain interpretations should remain visible.
For example, an inquiry mentioning both a logo and a website could be tagged for review rather than silently assigned a package. The original message should remain attached to the summary.
Task received → Fixed rule sufficient?; Yes → Apply rule; No → AI-assisted draft → Human review; both paths → Review result
Make the first pilot small enough to inspect
Choose one workflow and a limited set of representative examples. Include incomplete requests, duplicates and contradictory instructions. Define what happens when a tool fails or the information is insufficient. Identify which actions require human approval before connecting live systems.
Compare the proposed process with the current one: time spent reviewing, missing details, corrections and unresolved exceptions. A faster draft is not automatically a better outcome if the owner must repair it.
Prepare your brief
Bring a current example, a description of the repeated task and the tools involved. Note any information the pilot should not access. MarketMerit is developing an assessment-and-pilot approach to AI implementation; specific integrations and delivery scope need agreement for each project.