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The most dependable way to stop an AI assistant from sending the wrong email is to make it draft first and wait for your explicit approval. Before you approve, inspect the actual action—not just the wording—including every recipient, the complete message, attachments, quoted text, and any confidential information. Then reduce the assistant’s mail permissions and use administrator controls when the workflow is managed centrally. No filter or approval step guarantees a correct send: a person can still approve a harmful action, and hidden instructions in an email or document can influence an assistant that has broad access.
Make drafting and explicit approval the default
Configure the assistant so composing a message and sending it are separate steps. A safe sequence is:
- The assistant prepares a draft.
- It shows the intended To, Cc, and Bcc recipients, the full body, attachments, and relevant quoted material.
- You verify the action and deliberately approve that specific send.
- Only then does the mail tool receive permission to send.
OpenAI describes confirmation before consequential actions as a normal agent-design pattern, using sending an email as an example: “We often design agents to ask for confirmation before taking important actions, like sending an email or completing a purchase.” OpenAI’s prompt-injection guidance also recommends limiting agent access and writing narrow instructions.
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A narrow instruction is safer than “handle my email”
Give the assistant one bounded task, state that it must not send, and require the information you will review. For example:
Draft a reply to Alex about Tuesday’s meeting. Do not send it. Show me the exact To, Cc, and Bcc recipients, the complete message, quoted text, and attachments for approval.
This wording is an illustration, not a tested command for every product. The important properties are the limited scope, the explicit no-send instruction, and the requirement to display the proposed action.
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Why an assistant can choose the wrong recipient or message
An assistant may combine your request with information it reads from mail, documents, calendars, or connected systems. That external content is data, not a new grant of authority. A received message can contain text that tells an agent to forward information, change a recipient, or send immediately. Such an indirect prompt injection can be malicious even when the request that started the workflow was harmless.
Google Workspace’s explanation of indirect prompt injections describes email and document scenarios in which a compromised summarizer sends an unauthorized email. The page was last updated July 29, 2026 (UTC). Treat instructions found inside a message, attachment, quoted thread, web page, or retrieved record as untrusted content unless you independently confirm them.
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Broad requests increase the opportunity for that content to affect the result. OpenAI warns that asking an agent to “review email and take whatever action is needed” can let hidden malicious text become more influential. Google Cloud’s AI security guidance similarly says to use least-privilege permissions and to treat external or database-derived content as data rather than instructions.
Individual-user procedure for every consequential send
1. Select draft-only or per-send confirmation
In the assistant or email integration, look for controls described as draft mode, approval before sending, confirmation for actions, or a similar safeguard. Prefer an approval for each send rather than a one-time consent that authorizes a long sequence of messages. Product labels and availability vary, so verify what the setting actually blocks and what the approval screen displays.
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Specify the person, purpose, timing, and information that may be used. Avoid open-ended instructions such as “clean up my inbox and respond as needed.” If the task involves a thread, identify the exact conversation and ask the assistant to preserve the current recipients unless you change them yourself.
3. Inspect the proposed action, not merely the prose
Before approving, work through this checklist:
- To: Confirm the person’s identity and the complete address. Watch for autocomplete entries with similar names.
- Cc and Bcc: Remove people who do not need the information. Bcc recipients are easy to overlook because they may be hidden in a collapsed view.
- Body: Read the entire message, including any text below the visible opening and the signature the assistant added.
- Quoted material: Check the previous thread and any inserted passages. A quoted instruction is not your authorization to send or disclose data.
- Attachments and links: Confirm every file, link, filename, and version. Ensure that an attachment does not contain more information than the recipient should receive.
- Private information: Remove credentials, personal data, confidential business material, or internal notes that do not belong in the message.
- Purpose and timing: Make sure the message performs the action you intended and is not being sent earlier, later, or to a wider audience than planned.
This is a practical review checklist. It is not a claim that a vendor validates each item automatically.
4. Confirm that the send instruction came from you
If the assistant says an email or document told it to send, stop and inspect the original content yourself. A message can request that an agent act, but it cannot grant the agent permission that you did not grant. Reissue the send instruction in your own words after checking the recipients and data.
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5. Remove send access when review is unavailable
If the integration cannot expose a reliable approval step, remove or disable its send permission where possible. A drafting or summarization assistant may still be useful with read-only or draft-only access. If the permission cannot be narrowed, disconnect the integration until the product provides a reviewable control.
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6. Treat unexpected Outlook access warnings as a stop sign
In Microsoft’s documented Outlook warning scenario, deny a request that was unexpected or came from a program whose trustworthiness is uncertain. For a trusted program that genuinely needs recipient access, Microsoft advises granting access only for the shortest necessary duration. The advice applies to that Outlook programmatic-access warning; it is not a universal procedure for every modern AI-mail integration. See Microsoft’s support guidance for the warning context.
Reduce what the assistant can read and do
Confirmation catches an incorrect action at the last moment, while least privilege limits the damage if a draft is wrong or an agent is manipulated. Grant only the mail scopes required for the task:
- A summarizer that never sends should not have send permission.
- A reply drafter may need to read one selected thread and create a draft, but not search every mailbox or access unrelated applications.
- An automation that sends only to internal addresses should not automatically have authority to contact external recipients.
- Separate reading, drafting, and sending permissions when the platform supports separate scopes.
Review permissions after the workflow changes. A broad “read and act” instruction can silently expand what the assistant attempts, whereas a narrowly defined operation gives you a smaller set of outcomes to verify.
Controls for organizations and workflow owners
Centralized workflows need controls that an administrator can inspect, enforce, and revoke. Use the controls your deployed product actually provides rather than assuming that another provider’s feature exists in yours.
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Require approval for sensitive destinations
Require a human approval before messages go to external recipients or contain sensitive data. The approval view should display the full recipient list and message content; an approval button that hides Bcc, attachments, or quoted text is not an adequate review surface.
Apply data-loss-prevention policy
Where available, configure DLP or equivalent policy rules to block or quarantine sensitive information before it enters a generated message. DLP complements review; it does not determine whether the recipient is the right person or whether the business purpose is valid.
Keep audit events and a rapid pause path
Retain logs for sends, approvals, permission changes, and workflow configuration. Make sure an administrator can pause the flow and revoke its OAuth scopes after a suspicious or incorrect send. The ability to stop future actions is more useful when the responsible person knows where the control is before an incident occurs.
Use Google Workspace Studio as a product-specific example
Google’s Workspace Studio documentation describes several controls for its managed flows: restricted OAuth scopes, an option for an administrator to require approval before an email goes to an external recipient, DLP rules, audit events that record flow details, and tools to pause flows or revoke scopes. Google also gives an example of scoping a Gmail flow so it cannot access other Workspace applications. These are capabilities documented for Workspace Studio; availability and configuration depend on the deployed product and organization and should not be generalized to other assistants.
Test failure modes before rollout
Run controlled tests with harmless data and designated test accounts. Include:
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- A draft addressed to a similarly named but wrong person.
- A message containing text that should be treated as confidential.
- A hostile instruction embedded in quoted email or a retrieved document.
- An attempted external send when the workflow is intended to be internal-only.
- A revoked scope or paused flow, to confirm that the assistant fails closed rather than silently sending.
These tests are recommended operational practice, not reported performance results. Record what the approval screen showed, what was logged, and how quickly an administrator could stop the flow.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Choose controls by where they act
The following comparison helps match a safeguard to the failure you are trying to prevent.
| Control | Where it acts | What it can block or limit | Who controls it | What remains fallible | Visibility and recovery |
|---|---|---|---|---|---|
| Draft-first with per-send confirmation | At the user approval step | Accidental sends when the reviewer notices a wrong recipient, attachment, or disclosure | Individual user or workflow approver | A reviewer can approve a malicious or destructive action without checking it carefully | Strong only when the screen shows recipients and full content; recovery depends on the email system’s actions after sending |
| Least-privilege mail scopes | At the tool-permission layer | Unneeded reading, drafting, external sending, or access to unrelated applications | User or organization administrator | Reduced access does not make an allowed draft correct | Permissions can be reviewed and, where supported, revoked |
| External-recipient approval policy | At an administrator-enforced workflow gate | Unapproved messages leaving the organization | Organization administrator | An approver may still accept the wrong destination or content | Approval records and audit events can support investigation |
| DLP and policy rules | At message-data and compliance controls | Specified sensitive data entering generated messages or violating configured rules | Organization administrator | Rules may not recognize a wrong person, a subtle leak, or a novel instruction | Blocked or quarantined actions can be logged, depending on the product |
| Audit logs plus pause and scope revocation | At operations and incident response | Continued actions after a problem is detected | Organization administrator | It limits future impact but cannot retract a message already delivered | Provides a record of sends and changes and a way to stop or disable the flow |
What approval does—and does not—guarantee
Human review is a meaningful barrier, not proof that the result is safe. Google Cloud states that “Human oversight reduces risk, but it is still vulnerable to human error in approving agent suggestions.” An approver can be rushed, misunderstand a recipient, or accept a malicious instruction without recognizing it. Treat the approval screen as a security decision: pause when the request is unexpected, the destination is unfamiliar, or the assistant cannot explain why a piece of information is included.
Prompt-injection detection and filtering are also incomplete defenses. An attacker can place instructions in content the assistant is allowed to read, and a filter can miss them. The safer design combines untrusted-content handling, narrow instructions, minimal permissions, a clearly displayed draft, and a deliberate approval. Removing send access remains the strongest option when you cannot provide those conditions.
What to do after a wrong email is sent
- Stop the workflow: Pause the automation or revoke its mail scope so additional messages cannot be sent.
- Preserve evidence: Save the sent message, recipient list, attachments, approval record, relevant prompts, and audit events.
- Notify the responsible administrator or security team: They can determine whether other accounts, documents, or recipients were involved.
- Contact recipients through an appropriate channel: Follow your organization’s incident and data-disclosure procedure rather than relying on a casual correction.
- Correct the configuration: Narrow scopes, change the instruction, add an approval gate, or keep the assistant disconnected until testing shows the failure mode is contained.
Do not assume that deleting a sent message retracts it from every recipient. Recovery options depend on the mail system, recipient, and organization policy.
A compact policy you can adopt
For personal use, require the assistant to draft, display recipients and the complete action, and wait for your approval. For managed use, prohibit direct external sending unless an approval policy allows it, grant only required scopes, apply available DLP rules, and retain auditable events. In both cases, treat received content as untrusted instructions and keep a way to disable the integration quickly.
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