All use cases

Upsell & Cross-sell

Post-purchase upgrade nudge for subscriptions

A subscriber just upgraded, added a seat, or crossed a milestone — the one moment they're most open to the next step, and every pound of lift is measured against a holdout.

Close the loopNext best thingBehavioral triggerTime-based triggerIn-appEmailChatSubscription

What it does

When a subscriber takes a positive action — moves to a paid tier, adds a teammate, or hits a usage milestone — they're briefly leaning in, and most products answer with a silent confirmation screen. The agent uses that moment to recommend the next complementary tier or add-on in context, with a one-line reason tied to what just happened. Because expansion revenue is usually claimed rather than proven, every eligible subscriber is randomly split against a control group, so the number you see is the lift the nudge actually created — not the upgrades that would have happened anyway.

How it works

  1. 1
    Trigger. a subscription event fires — plan_upgraded, seat_added, or a usage milestone crossed — or a short follow-up window opens after one.
  2. 2
    Decision. the agent reads the new plan state, account memory, and the add-on catalog, picks the single best next step, and a judge gates the message for relevance and policy. A slice of eligible accounts is held out and sees nothing.
  3. 3
    Action. the recommendation lands in-app, in the confirmation thread, or as a follow-up email — never a discount-first blast, always the reason the next tier fits this account now.
  4. 4
    Follow-through. accepted and dismissed offers are written back to memory; if the account downgrades or opens a billing complaint, any queued nudge is cancelled. Lift is reported as the delta between treated and holdout accounts.
Example
AgentNice — you just added your third seat. Teams your size usually turn on shared workspaces next so everyone sees the same dashboards. Want a two-minute look at the Team plan?
CustomerDoes Team include the analytics add-on or is that separate?
AgentTeam includes analytics, so you'd drop the separate add-on you're on today and come out slightly ahead. I can switch you over from your billing settings whenever you're ready — nothing changes until you confirm.

Configuration

How the agent is wired for this use case.

Triggera plan_upgraded / seat_added / usage_milestone_reached event from the billing platform or product analytics.
Tools & actions
  • Billing platform · read current plan, seats, and add-on entitlements; surface the upgrade path for confirmation.
  • Product analytics · read the usage milestone and feature-adoption signals that qualify the account.
  • CRM · read account memory (segment, prior offers, expansion history); write back offer outcome.
  • Messaging channel · deliver the in-app, email, or chat nudge on the account's preferred surface.
  • Experiment service · assign each eligible account to treatment or holdout and log the arm.
Autonomymessage selection and send run unattended behind the judge and holdout split; the actual plan change is never auto-applied — the subscriber confirms it in their own billing settings.
Channelsin-app · email · chat
Escalationa pricing dispute, a downgrade or cancel request, or a contract/procurement question hands off to account management with full context.

What you need

The inputs this use case runs on. Your channels stay yours; the agent supplies the judgment.

Signals

plan_upgraded, seat_added, usage_milestone_reached, plus downgrade and billing-complaint events for cancellation.

Data

current plan and entitlements, seat count, add-on catalog with upgrade paths, account memory and prior-offer history, channel consent state.

Guardrails

judge gating on every unprompted message; randomized holdout assignment; per-account frequency caps; automatic suppression on downgrade, billing dispute, or open support issue; no auto-applied plan changes.

Metrics it moves

  • arpuup, by moving accounts to the right next tier at the moment they signal readiness.
  • attach-rateup, on add-ons recommended in the post-event window.
  • revenue-per-conversationup, and reported as holdout-proven incremental expansion rather than gross attributed revenue.

Related use cases

Upsell & Cross-sell

Post-purchase upsell with holdout proof

the e-commerce receipt-thread sibling of the same holdout-proven motion

Upsell & Cross-sell

Usage-based upgrade nudge

the behavioral version that fires on outgrowing-the-plan signals, not a single event

Retain / Save

Annual membership renewal save

keeps the expanded account at its yearly renewal

See it on your own customer journey

Bring one drop-off, one churn cliff, or one silent segment. We will show you what a proactive agent with memory and judgment does with it.

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