Field Notes

June 18, 2026 · 3 min read

What should a CPG founder automate first?

Start with recurring founder drag, not the flashiest AI demo.

What should a CPG founder automate first?

The wrong way to start with AI is to ask:

"What can we automate?"

That question creates a list of possibilities and very little prioritization.

A better question is:

"What recurring founder drag is already costing the business every week?"

That points you toward the first useful build.

Start with repeated work

Good first automations usually have three traits.

They happen often.

They slow decisions down.

They require context from more than one place.

In a founder-led CPG brand, this often includes:

  • weekly reporting
  • retailer or broker follow-up
  • customer service patterns
  • investor updates
  • agency performance review
  • sample request tracking
  • inventory risk checks
  • weekly team readouts

The first automation should not be chosen because it sounds impressive.

It should be chosen because the founder already feels the pain.

Reporting is often the first wedge

Reporting is a strong first AI project because it touches the whole business.

When Shopify, Amazon, wholesale, inventory, and paid media are disconnected, the founder becomes the integration layer.

That is expensive.

The founder pulls numbers.

The founder interprets context.

The founder explains the week.

The founder decides which number to trust.

If AI can help pull the weekly story together, it frees up founder attention for decisions.

That is a useful first automation.

Do not automate chaos

Automation makes a good process faster.

It makes a bad process louder.

Before automating, map the current workflow.

Ask:

  • What is the trigger?
  • What information is needed?
  • Where does that information live?
  • Who uses the output?
  • What decision does it support?
  • What happens if the data is stale or wrong?
  • Where should a human stay in the loop?

If those answers are unclear, the first job is not automation.

The first job is scope.

The best first build may not be a dashboard

A dashboard is often the cleanest front door because founders need the current business picture.

But it is not always the highest-value first build.

Sometimes the first build should be:

  • a weekly brief
  • a retailer follow-up workflow
  • a broker update system
  • a custom connector
  • a demo tracker
  • a customer response assistant
  • a repeatable investor update

The right answer depends on the bottleneck.

That is why I like starting with a Map Call rather than a generic software pitch.

The goal is to identify the first live view or workflow worth building.

Keep the human where judgment matters

AI is useful when it removes mechanical work.

It is risky when it pretends to own judgment.

In a CPG business, the founder or team should still decide:

  • whether to increase spend
  • whether to change inventory plans
  • whether to push a wholesale account
  • whether to adjust the promo calendar
  • whether a metric is acceptable given context

AI can prepare the readout.

AI can flag anomalies.

AI can draft the response.

AI can show what changed.

But the business still needs human judgment.

The goal is not to replace the founder.

The goal is to stop wasting the founder on work a system can prepare.

A simple prioritization test

If you are deciding what to automate first, score each idea on five questions:

  1. Does it happen every week?
  2. Does it cost founder time?
  3. Does it require information from multiple places?
  4. Does it support a real business decision?
  5. Would a first version be useful even if it is not perfect?

The best first project usually scores high on all five.

For many CPG brands, that is the Monday dashboard or weekly readout.

For some, it is a connector or workflow.

The point is to start where the business already hurts.

The founder takeaway

Do not start with AI theater.

Start with recurring founder drag.

Find the weekly work that slows down decisions, then build the smallest useful system that removes it.

That is how AI becomes operational.

Not a demo.

A quieter Monday.

Reporting Sprint

Your Monday meeting should not start with “which number is right?”

I map and build the founder-level reporting system that shows revenue, channel shifts, stock risk, ad performance, and the weekly story in one trusted view.