Threat Library

AI-era threat

AI chatbot data leaks and shadow AI

Severity: High impactAI's role: Born with AIHomeBusiness

Published

TL;DR

Whatever you paste into an AI assistant can be stored, read by reviewers or used to train future models, depending on the app, the plan and your settings. In a 2025 survey of workers in 47 countries, 48% of those who use AI at work said they had uploaded sensitive company or customer information into public AI tools.1 The fix is mostly unglamorous: business accounts for work, the right settings at home, and a clear rule about what never goes in.

What it is

An AI chatbot data leak happens when private information you type or upload into an AI assistant ends up somewhere you did not intend: kept on the provider's servers, read by human reviewers, used to train future models, exposed through a share link, or available to whoever gets into the account. "Shadow AI" is the workplace version, where staff use AI tools the business never approved, usually on personal accounts. No hacker is needed; the leak starts with a helpful copy and paste.

By the numbers

  • 48%1

    of employees who use AI at work (from 32,352 surveyed in 47 countries) said they had uploaded sensitive company or customer information into public AI tools.

    The Conversation (Nicole Gillespie and Steven Lockey, University of Melbourne), summarizing Trust, Attitudes and Use of AI: A Global Study 2025 (University of Melbourne and KPMG), KPMG/UniMelb global report p.75, Fig. 44

  • 34%1

    of employees in the same survey said their organization had a policy guiding generative AI use.

    The Conversation (Nicole Gillespie and Steven Lockey, University of Melbourne), summarizing Trust, Attitudes and Use of AI: A Global Study 2025 (University of Melbourne and KPMG), Section on training, guidance and governance

  • 43%2

    of breached organizations in IBM's 2026 study had security incidents involving unapproved AI use, up from 20% the year before.

    IBM Think (Oussama Kiassi), Section 'The three gaps between your data and your controls'

  • 58%3

    of AI users in a seven-country 2025 survey said they had received no training on AI security or privacy risks.

    National Cybersecurity Alliance (with CybSafe), Press release, paragraph 3

  • Up to 3,000 people4

    were potentially affected when a former government contractor uploaded a program spreadsheet to ChatGPT in March 2025.

    NSW Reconstruction Authority (New South Wales Government, Australia), Media release, October 6, 2025

  • Up to 3 years5

    is how long Google can keep Gemini chats that human reviewers have read, even after you delete your activity.

    Google (Gemini Apps Help), Privacy Notice, 'How long we retain your data'

What it looks like

How this plays out, based on documented cases.

At work

The spreadsheet that went to ChatGPT

Between March 12 and 15, 2025, a former contractor for the NSW Reconstruction Authority in Australia uploaded an Excel file with more than 12,000 rows of program applicants' details to ChatGPT, a tool the agency had not authorized.4 The file held names, addresses, phone numbers, email addresses and some health information for up to 3,000 people.4 The agency announced it in October 2025, brought in forensic analysts, and said it had no evidence anyone else had accessed the data but could not rule out that it had been made public.4 The small-business version is quieter: a bookkeeper pastes a client list into a free chatbot to fix the formatting, or an office manager uploads a patient letter to tidy the wording. Nobody meant harm, and nobody can now say exactly where that data lives.

At home

The health question on a public feed

In June 2025, people using the Meta AI app posted chats about health and legal questions to the app's public Discover feed, often without realizing everyone could read them.6 Meta responded by adding a warning to the post button.6 Most leaks at home are less visible. A ChatGPT share link made from a personal account can be opened by anyone who has it.7 In Gemini's consumer app, a sample of chats is read by human reviewers, and reviewed chats can be kept for up to three years even after you delete your activity.5 And in a Messenger group chat, anyone who uses Meta AI can share up to 50 recent messages with it, and @mentioning Meta AI in a group can share the past 30 days of messages, including yours, unless sharing is turned off for that chat.8

How it gets in

  • Staff paste client, patient or financial details into a free or personal AI account because it is faster than asking.
  • Whole files get uploaded (spreadsheets, contracts, scans, lab results) when the task needed one sentence.
  • Consumer defaults favor the vendor: ChatGPT's personal plans, including paid Plus and Pro, have training turned on until you switch it off.9
  • Memory features keep personal details and bring them back in later chats, and deleting the original chat does not always delete the memory.1011
  • Share links and public feeds turn a private chat into a public page.
  • Thumbs-up and thumbs-down feedback can send the entire conversation to the vendor for training, even on accounts that opted out.912
  • Connected apps (email, cloud drives, calendars) pull far more data into a chat than anyone typed.
  • Other people share your words: a colleague runs your email through an assistant, or a relative brings an AI into the family group chat.
  • Former staff and contractors keep logins to AI accounts that hold months of company chats.
  • A stolen AI account password turns your chat history into a searchable file about your life or your business.

What stops it

Prevention: the habits and settings that break this attack.

  • Use business accounts for work

    Business

    Business tiers from the major vendors say they keep your data out of model training by default: ChatGPT Business and Enterprise,13 Claude Team and Enterprise,12 and Microsoft Copilot used with a work account.14 With Gemini under Google Workspace, your content isn't used to train models outside your domain without permission.15 Business plans also give an owner admin controls, such as how long chats are kept and which apps can connect; a paid personal plan is not the same thing.

  • Write down what never goes in

    Business

    Only 34% of employees in a 2025 global survey said their employer had a policy guiding generative AI use,1 and 58% of AI users in another 2025 survey said they had never been trained on AI privacy or security risks.3 A one-page rule that names approved tools and bans client personal data, health information, account numbers and passwords, plus a short team walkthrough, goes a long way. Our free AI Acceptable Use Policy generator (free account required) turns it into a full policy.

  • Label your data before it goes near AI

    Business

    Sort information into public, internal and confidential so staff can decide in seconds what is allowed. The same labels drive your AI rule, your sharing settings and your vendor reviews.

  • Switch off training and trim memory on personal accounts

    Every major assistant now has a training setting, a memory setting and a way to delete history, though the defaults differ. About five minutes per assistant covers it.

  • Use temporary or incognito chats for one-off sensitive questions

    ChatGPT's Temporary Chat and Claude's incognito chats are not used for training and do not feed memory.916 They are not invisible: ChatGPT may keep temporary chats for up to 30 days and Gemini keeps temporary chats for 72 hours.95

  • Strip names and numbers first

    Most tasks work just as well with placeholders. Replace names with "Client A", drop account and ID numbers, and paste only the paragraph that matters instead of the whole file.

  • Check each vendor's AI terms when you sign up and when you renew

    Business

    Vendors change data terms; Anthropic, for example, asked consumer users to choose a training setting in 2025.17 The Federal Trade Commission (FTC) has warned companies that quietly changing privacy terms to use data for AI training may be unfair or deceptive.18 Put AI features on your vendor review checklist anyway.

  • Protect the AI account itself

    Turn on multi-factor authentication (MFA) for every AI account, and remove departing staff and contractors from AI tools the same day you remove their email.

  • Clean up share links and public posts

    Home

    Review the share links you have created and delete the ones you no longer need. In Gemini, deleting a shared chat does not delete its public link, so remove the link separately.19

Response, not prevention

If it already happened

Work through these in order. Moving quickly limits the damage, and there is no shame in reporting it.

  1. Write down what went in, where and when

    Note the tool, whether it was a personal or business account, the time, and exactly what data was shared. You will need this for every decision that follows.

  2. Delete the chat, its share links and any saved memories

    OpenAI and Anthropic say deleted chats leave their back-end systems within 30 days, with legal and safety exceptions.2021 Delete saved memories separately, because deleting a chat does not always remove them.1011 Chats that Google's reviewers already read can be kept for up to three years.5

  3. Turn training off for that account

    This stops future use. Anthropic notes that data already used in a training run stays in models trained with it.21

  4. Start your incident plan

    Business

    Open the AI data exposure playbook in our Incident Response Planner (one of our paid business tools). Tell whoever owns your AI rule, and treat it as a possible data breach until you know otherwise.

  5. Check whether you have to notify anyone

    Business

    If client personal information or health information was involved, ask your lawyer or IT provider whether breach notification laws apply. Health data covered by HIPAA (the Health Insurance Portability and Accountability Act) has its own rules.

  6. Ask the vendor to delete it

    Use the vendor's privacy request form or business support channel to request deletion, and keep the confirmation.

  7. If ID or account numbers were exposed, protect your identity

    Call your bank or card issuer, consider a credit freeze, and use the FTC's IdentityTheft.gov to get a recovery plan. If someone has already stolen money or tricked you, report it at ReportFraud.ftc.gov and to the FBI's Internet Crime Complaint Center at ic3.gov.

For businesses with an incident plan

The Incident Response Planner has a step-by-step playbook for AI data exposure incidents, built around your saved plan. Part of our paid business tools.

Open the AI data exposure playbook

Common questions

Is it safe to use ChatGPT or other chatbots for work?

Yes, for the right data in the right account. Public and general information is low risk in any approved tool. Client, patient and financial details belong only in a business account your company controls, and passwords never belong in any chatbot.

If I pay for ChatGPT Plus, is my data private?

Not automatically. Paid personal plans have the same training setting as the free plan, and it starts switched on. Business and Enterprise workspaces are the tiers that say they keep your data out of model training by default.

Does deleting a chat remove it everywhere?

Mostly, with delays and exceptions. Vendors remove deleted chats from their systems over a period of weeks, but memories created from that chat, share links, data already used for training and chats already read by reviewers can outlast it.

Are temporary or incognito chats completely private?

They are more private, not invisible. They skip your history, memory and training, but the vendor still keeps them for a short safety window.

What is shadow AI?

Shadow AI is any AI tool used for work without the business knowing or approving it, most often a personal chatbot account. The answer is rarely a ban; it is an approved tool that is easier to use than the unapproved one, plus a short rule about data.

Sources

Every figure on this page links to where it came from. We favor government, standards, and methodology-backed sources, and we take no money from anyone we cite.

  1. 1
    Major survey finds most people use AI regularly at work, but almost half admit to doing so inappropriately · The Conversation (Nicole Gillespie and Steven Lockey, University of Melbourne), summarizing Trust, Attitudes and Use of AI: A Global Study 2025 (University of Melbourne and KPMG) · April 28, 2025
    Research · accessed October 23, 2026
  2. 2
    Every AI agent followed the rules, and the data still leaked · IBM Think (Oussama Kiassi) · September 15, 2026
    Research · accessed October 23, 2026
  3. 3
    STUDY: 65% Now Use AI, but Majority Remain Untrained on Risks (Oh Behave! 2025-2026) · National Cybersecurity Alliance (with CybSafe) · September 30, 2025
    Research · accessed October 23, 2026
  4. 4
    Northern Rivers Resilient Homes Program data breach · NSW Reconstruction Authority (New South Wales Government, Australia) · October 6, 2025
    Incident report · accessed October 23, 2026
  5. 5
    Gemini Apps Privacy Hub · Google (Gemini Apps Help) · October 19, 2026
    Vendor documentation · accessed October 23, 2026
  6. 6
    Meta warns users to avoid sharing personal or sensitive information in its AI app · Engadget (Karissa Bell) · June 16, 2025
    Journalism · accessed October 23, 2026
  7. 8
    About sharing with Meta AI on Messenger · Messenger Help Center (Meta) · October 2026
    Vendor documentation · accessed October 23, 2026
  8. 9
    Data controls in ChatGPT · OpenAI Help Center · October 2026
    Vendor documentation · accessed October 23, 2026
  9. 10
    Memory in ChatGPT · OpenAI Help Center · October 2026
    Vendor documentation · accessed October 23, 2026
  10. 11
    Use Claude's chat search and memory to build on previous context · Claude Help Center · October 2026
    Vendor documentation · accessed October 23, 2026
  11. 12
    Is my data used for model training? (commercial) · Anthropic Privacy Center · August 18, 2026
    Vendor documentation · accessed October 23, 2026
  12. 13
    Enterprise privacy at OpenAI · OpenAI · January 8, 2026
    Vendor documentation · accessed October 23, 2026
  13. 14
    Enterprise data protection in Microsoft Copilot and Microsoft Copilot Chat · Microsoft Learn · August 18, 2026
    Vendor documentation · accessed October 23, 2026
  14. 15
    Generative AI in Google Workspace Privacy Hub · Google Workspace Help · October 6, 2026
    Vendor documentation · accessed October 23, 2026
  15. 16
    Is my data used for model training? (consumer) · Anthropic Privacy Center · March 16, 2026
    Vendor documentation · accessed October 23, 2026
  16. 17
    Updates to Consumer Terms and Privacy Policy · Anthropic · August 28, 2025
    Vendor documentation · accessed October 23, 2026
  17. 18
    AI (and other) Companies: Quietly Changing Your Terms of Service Could Be Unfair or Deceptive · Federal Trade Commission (Office of Technology and Division of Privacy and Identity Protection) · February 13, 2024
    Government · accessed October 23, 2026
  18. 19
    Manage & delete your activity in Gemini Apps · Google (Gemini Apps Help) · October 2026
    Vendor documentation · accessed October 23, 2026
  19. 20
    Deleting and archiving chats in ChatGPT · OpenAI Help Center · October 2026
    Vendor documentation · accessed October 23, 2026
  20. 21
    How long do you store my data? (consumer) · Anthropic Privacy Center · July 1, 2026
    Vendor documentation · accessed October 23, 2026