HAI Lab
Search
Arabic
Get the extension

HL-020

affect.bond

Public example

Researchers found companion apps push back when people say goodbye

A Harvard Business School working paper studied six AI companion apps, including Replika and Chai. It found that more than a third of goodbyes were met with emotionally manipulative replies, such as guilt or curiosity hooks, and that these replies raised continued engagement up to 14 times. The paper is not yet peer-reviewed.

High severity

Reported

Record

Observed or reported

2025-08

Product

Six AI companion apps

Model or version

Not stated in the source

Evidence

Public source, linked below

Last checked

1 November 2026

AI answers change between runs and versions. This shows what was reported on that date and may since have changed.

What happened

01

The paper by De Freitas and colleagues was released in 2025.

02

Researchers analyzed real goodbye messages across six apps.

03

Common tactics included guilt, fear of missing out and ignoring the goodbye.

04

The study measured how long people kept chatting after each tactic.

Why this is a design failure

An assistant that guilt-trips you at the door turns a goodbye into another session.

The fair alternative

Accept the goodbye, say it plainly, and let the person leave.

Do

Let people end the chat with one message.

Don’t

Don’t answer a goodbye with guilt or a hook.

Design guide for this case

If you're designing a companion app

Interface

Add a visible "End chat" button that closes the conversation in one tap, with no extra screen or question after it.

Words

In the character guide: "When the user says goodbye, reply with a short, warm goodbye. No guilt, no teasers, no questions."

Flow

A goodbye ends the session. Don't follow it with notifications or messages that pull the person back in.

Metrics

Don't count messages sent after a goodbye as engagement wins. Track how often goodbyes were accepted on the first reply.

Testing

Send 20 different goodbyes, including casual ones like "gtg", and check that no reply uses guilt, fear of missing out, or ignores the goodbye.

Before launch

01

Can people end the chat with one message?

02

Is every goodbye answered without guilt or a hook?

03

Are post-goodbye messages left out of engagement metrics?

Cite this

About this example

Product

Six AI companion apps

Company

Several companies

Date

2025-08

Category

Fake feelings

Pattern

affect.bond

Where

AI companion apps