A freelancer puts AI to work on client inquiries. It drafts replies quickly, but every message still gets copied, corrected, and checked in the same three apps. Did AI save time? Maybe. “It feels faster” is not a great way to decide whether to build more around it.
A better first project is a small, repeatable job with a result you can count. Test that one workflow for two weeks, keep a person in charge, and decide with evidence whether it deserves a permanent place in your business.
Using AI is not the same as relying on it
A new Goldman Sachs 10,000 Small Businesses survey shows the difference between trying AI and building it into daily work. Of 2,473 program alumni who answered the 2026 survey, 86% said they use AI, while 15% said it was fully integrated into core operations. The report also found that 77% of respondents would benefit from more training or resources. For many owners, the next step is not another tool. It is making one use case dependable. Read the report and its methodology.
These respondents were Goldman Sachs program alumni, not a representative sample of every small business. Treat the figures as a snapshot of those owners, not a prediction for your shop, studio, or solo practice.
Choose a job you can check
Start with something that happens at least weekly, has inputs you can find, and produces an answer you can judge without a specialist. Good first candidates include:
- Turning approved inquiry forms into reply drafts for you to review.
- Sorting meeting notes into decisions, open questions, and next steps.
- Grouping receipts for your bookkeeper to review, not filing or paying them automatically.
Skip tasks where a wrong answer could spend money, make a promise, or expose private customer details. Imagine a designer who spends 25 minutes writing a similar first reply after each inquiry. An AI draft might help, but only if the designer still checks the scope and tone and can show that the work got shorter. That is a test, not a guaranteed saving.
Run a two-week test with a finish line
Before changing anything, write down what the task takes now. Then try the AI-assisted version on a small batch, using only information you are comfortable sharing. Keep the old process available so you can compare.
- Pick a useful target. Maybe you want to save 30 minutes a week or stop missing one detail in client intake. “Use AI more” is not a result.
- Track the rough edges. Note minutes saved, edits needed, incorrect details, and anything important the draft missed.
- Keep approval with you. Let AI prepare a draft; you approve replies, calendar changes, quotes, payments, and commitments.
After 10 or 20 tries, keep it only if the task is genuinely easier and the mistakes are easy to catch. If it creates extra checking, narrow the instructions or stop. A two-week experiment is allowed to end with “not worth it.” That is cheaper than automating a nuisance and then maintaining it forever.
Expand only after the first job earns it
Goldman Sachs profiled Marie Hunter of KRG Oil Company, a small family fuel-distribution business. Hunter and a colleague developed an AI agent that first helped manage email. Later, it helped analyze finances and explore a possible product line based on modified fuel tanks. That is an individual example, not proof that every freelancer needs a custom agent. The useful sequence is familiar: start with a real job, learn what the tool gets right, then consider the next job. Read the business-owner examples.
When to try it yourself, and when to get help
DIY is reasonable when you can explain the task, find its inputs, judge the result, and name the person who approves it. Get help if the information is scattered across several apps, access rules are unclear, or a mistake could affect a customer or payment. A good consultant can help define a safe first test and estimate the setup before anyone builds a sprawling system.
Want help figuring out where AI fits in your business?
Two quick ways we can help:
- Free AI Fit Score — a quick self-assessment to see where AI can save you the most time in your work. Take it here: https://fitscore.crs365.com/
- Free 30-minute intro consult — a no-pressure kickoff conversation to understand your setup, answer questions, and show you what we could do together. It is not a workshop or working meeting; it is a first chat so we can provide a quote if it makes sense. Book here: https://calendly.com/chadshoop/30-minute-consult