Automate the boring, high-volume task your team already does the same way every time, not the most impressive AI demo. The best first projects happen several times a week, follow consistent rules, and eat staff hours in bulk: lead intake and follow-up, invoice reminders, scheduling, and answering the same customer questions.
How to find it in one week
The cheapest diagnostic there is costs a notebook and one week:
The one-week notebook
- Write down every repetitive task done three or more times a week, by anyone, for one week.
- Note the time each one takes, roughly. Minutes per occurrence times occurrences per week is enough.
- Mark how rule-based it is. Could a new hire do it from a one-page instruction sheet? Then a machine probably can too.
- Rank by time spent and how rule-based it is, and automate only the top one.
Why lead follow-up is often the first win
Speed of response is one of the few places where the effect is measured rather than guessed. A study of 1.25 million web leads at 42 US companies, published in Harvard Business Review, found that firms trying to reach a lead within an hour were nearly seven times as likely to qualify it as firms that tried even an hour later. Three caveats belong next to that number: the research is from 2011, "qualify" meant a meaningful conversation with a decision maker rather than a sale, and it covered online leads specifically (HBR, 2011).
If your leads arrive by phone, the equivalent first step is not losing them when nobody picks up. See how to stop losing customers from missed calls.
Three rules for the first project
- One workflow, not five. The first project is also where your team learns how automation behaves. Keep the lesson small.
- Internal before customer-facing. Sorting, extracting and first drafts that a person checks are forgiving. A wrong answer sent to a customer is not.
- A named person checks the output. Good first AI tasks have variable inputs, a clear human reviewer, and a concrete next step: classifying, pulling fields out of documents, and drafting all fit.
What typically breaks is not the technology. It is picking a task that is rare, or full of judgement calls, or owned by nobody. The notebook exists to stop that from happening.
Sources. Oldroyd, McElheran and Elkington, The Short Life of Online Sales Leads, Harvard Business Review, March 2011. SketricGen, AI agents for small business case study.
Get an independent read on your specific situation
Every answer above is general. Yours depends on which work is costing you the most, what you already pay for, and who would own the change. The Navigator diagnostic takes three minutes and gives you a first read on where to start. Blue Harbour sells no software, does no implementation work, and takes no commissions from any vendor.
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About this page. Written to answer one question directly. Figures are attributed inline to where they come from, survey averages are labelled as averages, and enterprise research is labelled as enterprise research. Nothing here is a vendor recommendation: Blue Harbour sells no software, does no implementation work, and takes no commissions or referral fees. Last checked 1 October 2026.
Disclosure. Trevor Jamieson holds a contract role as Partner Marketing Director at Amazon Web Services and is co-founder and CEO of PhoneStack. Blue Harbour Solutions is not an AWS partner or reseller and earns nothing from any tool a reader chooses. Nothing here is written, reviewed or endorsed by AWS. Full independence statement.