AI for Internal Dashboards.

If your problem is charts, use them. They're better at charts than I am. The dashboards I build are for the cases where the answer isn't a chart — it's a paragraph. 'Here's what moved in your pipeline this week, here's the deal that stalled, here's why it matters, here's what to do about it.' BI tools don't write that paragraph. The AI dashboard is the morning email an analyst would have written if you had one.

That's the failure mode I build against first. The dashboard is wired to only cite numbers it can read directly from source — your CRM, your ERP, the spreadsheet — and the system prompt forbids it from filling in gaps. If a system is down or the data isn't there, the dashboard says so explicitly instead of guessing. About 40% of the prompt is rules about this. The first version of any internal AI tool I ship drafts and doesn't auto-send, so a human is the last set of eyes for the first month.

No, but you need someone who can call me or another developer when an upstream system changes. Most dashboards I've shipped run quietly for months at a time. The break-fix moments tend to be when a connected system gets an API update, your CRM admin renames a field, or your hosting bill needs a real human to look at it. A few hours a quarter on average. If you want it fully managed, that's an option I can scope.

First useful version usually in three to five weeks. The honest answer is the version I ship at week four is rarely the version anyone uses six months in — every team I've built for has wanted tweaks once they start reading the daily output. Plan on a month of polish after launch where the prompt and the format change based on what the team actually finds useful versus what they ignore.

Often, yes. The math on a daily ops summary works when you have multiple people pulling data each morning, or when one person is spending more than a few hours a week on reporting that lands in nobody's inbox. For a five-person team where everyone already knows what's happening, a dashboard is solving a problem you don't have. The 'same email I send three times a week' kind of automation is usually a better starting point at that size.