Who should own AI incident response in a small team?

Assign one person as the AI policy owner (often an engineering lead, ops manager, or founder). They own triage and escalation. They don't need to resolve everything alone — but they are the single point of contact.

Do we need to notify regulators after an AI incident?

Depends on the incident. If personal data was exposed and you are subject to GDPR, you may have a 72-hour notification window to your supervisory authority. HIPAA has its own breach notification rules. When in doubt, consult legal.

AI Incident Response Playbook for Small Tea…

Q: What counts as an AI incident?

Any event where an AI tool caused or contributed to a data leak, compliance breach, customer harm, reputational issue, or significant operational mistake. Near-misses — where the harm was avoided but could have occurred — should also be logged.

AI Incident Response Playbook for Small Teams

AI incidents are different from traditional software bugs. They often involve data exposure, wrong information shipped as fact, or misuse — not just downtime. This playbook gives you a repeatable response, sized for a team without a dedicated security function.

What counts as an AI incident?

Confidential data pasted into an unapproved AI tool
PII, credentials, or regulated data sent to a consumer-tier service
AI-generated output shipped to customers that contained factual errors or harmful content
An employee or contractor using a banned tool on company work
Model output used to make a high-stakes decision without human review

Near-misses count too. Log them. They show where your policy has gaps before something worse happens.

Phase 1 — Contain (first 30 minutes)

Stop the bleeding. If data is still actively being exposed, cut access first. Revoke the API key, kill the session, or remove the file.
Document what you know. Screenshot, log, or write down: what happened, who was involved, what data may have been exposed, and when you found out.
Don't delete evidence. Preserve logs and conversation exports — you may need them for a regulatory notification or legal review.
Notify the policy owner. One person needs to own the response from this point.

Phase 2 — Assess (first 2 hours)

Answer these four questions:

Question	Why it matters
What data was exposed?	Determines regulatory obligation
How many people are affected?	Scopes customer notification
Is the exposure ongoing or closed?	Determines urgency
What was the root cause?	Feeds into the control change

Regulatory check: If personal data was involved, check your GDPR/HIPAA/CCPA obligations now. GDPR gives you 72 hours to notify your supervisory authority if the breach is reportable.

Phase 3 — Communicate (within 24 hours)

Internal: Tell relevant stakeholders (legal, leadership, affected team leads) with facts only — avoid speculation.
Customer notification: If customer data was exposed, draft a plain-language notification. Run it past legal before sending.
Regulatory: File the notification if required. Document the date and reference number.

Keep communication factual and concise. Do not admit liability or speculate about impact before the assessment is complete.

Phase 4 — Recover and learn (within 1 week)

Root cause identified and documented
One concrete control added or changed (not just "train the team")
Policy updated if a gap was exposed
Incident logged in your AI incident register (even if it was minor)
Post-incident review held (15 minutes is enough for small teams)

Incident register template (copy into a spreadsheet)

Date	Reporter	Tool involved	Data type	Severity (1–3)	Status	Control change
2026-01-15	J. Smith	ChatGPT (consumer)	Customer name + email	2	Closed	Blocked consumer tier in policy

Severity guide

Level	Description	Response time
1 — Critical	PII, credentials, or regulated data confirmed exposed externally	Immediate — escalate now
2 — Significant	Internal data exposed to unapproved service; no confirmed external exposure	Within 2 hours
3 — Minor	Policy violation, no sensitive data, near-miss	Within 24 hours

Keep the playbook short. The goal is that anyone on the team can follow it on a stressful day without reading a 40-page manual.