The Hole in Tomorrow

Stop describing features. Show the future gap the product fills and help the right audience recognize that future immediately.

The Field Guide

Methods and tools to design AI products people trust and keep using.

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A sticky product earns a place in the future before the user

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Most retention tactics happen inside the interface: reminders, streaks, badges, recommendations, new-feature prompts. Retention data can make those tactics look effective. The email worked. The notification got clicked.

A clicked notification proves attention, not a reason to come back. What will the user face the next time the job recurs? Which decisions and open questions should be waiting? How much will they have to reconstruct? That moment happens before anyone opens the app.

Return behavior starts outside the product

Tomorrow’s client call. An upcoming review. The next hiring loop. The monthly close. The next time a customer goes quiet. The next time a blank page appears.

The product has become sticky when the user notices a future job and mentally reserves a place for it: “I’ll use this when that happens.” No reminder. No badge. No scheduled poke. The situation repeats, and the product is chosen because it has become the user’s expected path to progress.

That reserved place is the hole in tomorrow.

The recurring trigger comes from the user’s world

A product doesn’t become a ritual because the team wants weekly active use. It becomes a ritual because the user’s world produces a recurring need.

The trigger may be calendar-based, event-based, or state-based:

  • At the start of a planning cycle, the team needs to choose priorities.
  • Whenever a renewal approaches, someone needs a defensible account view.
  • When a project changes hands, context needs to survive.
  • After research sessions, raw notes need to become decisions.
  • Before publishing, a draft needs a final confidence check.

Retention design should attach to that moment instead of manufacturing attention between moments. If the product isn’t the best and easiest place to do the job when it comes back, there’s no reason to return, only reasons to ignore the notifications.

The end of one session should prepare the next

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Leave the work ready to resume

Use the end of one session to prepare the next.

Preserve
the object, decisions, sources, open questions, and next trigger.
Re-entry
make re-entry obvious: where the user stopped and the available next move.
Context
let the product remember useful context at the right scope.
What changed
show what changed since the user left, what’s ready, and what remains open.

A generic dashboard makes the user reconstruct purpose. A continuation surface lets the job pick up where it paused. The user should be able to re-enter and act without a warm-up lap.

The product should feel less like reopening software and more like returning to prepared work.

Anticipation needs restraint

Knowing a future trigger doesn’t justify constant interruption.

A useful reminder arrives when the job becomes active and contains enough context to help. It names what changed, why attention is needed, and what the next safe action is. A precise reminder followed by a generic home screen breaks the promise.

“You haven’t logged in this week!” tells the user the product needs them more than they need it. A situational cue serves the user.

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Situational cue

Write the reminder so it serves the user, not the company.

When it arrives
when the job becomes active.
What changed
name what changed.
Why attention is needed
name why attention is needed.
Next safe action
name the next safe action.
Permission and opt-out
name the scope the cue runs under, the most it may do before approval, and how the user silences or turns it off.

Example

Situational cue: the half-finished competitor brief

A product lead asks an AI research tool to compare six competitors before a planning session. The agent collects pricing for four of them and drafts the first half of the brief. Two competitors don’t publish enterprise pricing, so the agent asks whether it should use recent customer reports as secondary evidence. Then the lead has to leave for another meeting.

  • When it arrives: the next morning.
  • What changed: four of six competitors are compared, and one is breaking the pricing pattern.
  • Why attention is needed: the final two plans show whether it’s an outlier—or the start of a market shift—and the agent’s question about secondary evidence is still open.
  • Next safe action: review the final two plans; the link reopens the brief at the evidence needed to close the loop.
  • Permission and opt-out: Not known yet: What may the agent do with recent customer reports before the lead approves their use?

The generic version reads “Your ideas are waiting. Come back and keep creating!” That copy could belong to any user, any task, or any product.

For AI products, anticipation also needs permission. Monitoring, memory, and proactive action should have visible scope. The product can hold a place in tomorrow without occupying every moment today.

The future should get easier

Each return should benefit from what came before.

The user shouldn’t have to re-explain stable preferences, reconnect evidence, or rediscover the last decision. Corrections should persist appropriately. The product should improve continuity without becoming surprising. Every return should start with less reconstruction than the last.

That compounding reduction in re-entry effort is slow sticky. The job recurs, but the burden shrinks.

Plan the next return

Plan the next return

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The goal isn’t to make people think about the product every day. It’s to make the product the obvious answer when tomorrow’s job arrives.