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AI-Assisted Incident Response vs. Traditional Incident Response: What Changes in a Tabletop?

An AI-related tabletop keeps the familiar response decisions but adds questions about AI systems and dependencies, evidence, ownership, and coordination with providers and partners.
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In an AI-related tabletop, the familiar incident-response decisions still matter: assess impact, coordinate across roles, contain and recover, communicate, and improve the plan. What changes is the scope of the incident and the questions participants must answer: whether AI systems, their data, integrations, or downstream services are affected; what evidence is needed to understand the event; and what can be shared with providers and other partners. This guide focuses on incidents involving AI systems or AI-enabled services—not on using an AI assistant to help responders investigate an otherwise conventional incident.

What changes—and what stays the same?

An AI-related tabletop should extend the organization’s incident-response exercise, not replace it with a separate discussion about AI. Start with the same core work participants would face in a conventional incident: recognize and assess the event, make response decisions, communicate across roles, preserve useful information, and identify improvements. Then add decision points that test whether the team understands the AI-related systems and dependencies involved and can coordinate with outside parties.

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The distinction is practical. In a conventional scenario, participants may focus on affected enterprise systems and the people who operate them. In an AI-related scenario, they may also need to determine whether an AI system itself, a system enabled or created by AI, or information stored on either is affected. Integrations and downstream services may matter too. CISA’s 2024 Joint Cyber Defense Collaborative (JCDC) exercise framed an AI cybersecurity incident around actual or imminent harm to the confidentiality, integrity, or availability of those systems or information where disruption requires intervention. That is a useful way to set the exercise boundary, rather than treating every error or unexpected output as an incident by default. CISA’s JCDC AI Cyber Tabletop Exercise scenario document

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Tabletop dimension Conventional incident emphasis Additional AI-related emphasis
Scope Enterprise systems, information, and services affected by the scenario. Also determine whether an AI system, an AI-enabled or AI-created system, its information, integrations, or dependent services may be affected.
Assessment Establish what happened, what is affected, and what decisions are needed. Ask what evidence could distinguish an AI component issue from a conventional infrastructure incident, and what context is missing.
People and dependencies Coordinate among the organization’s security, IT, business, and leadership roles. Identify system owners and decide whether an AI provider, developer, specialist, or external partner must contribute information or decisions.
Information sharing Use the organization’s established communication and escalation procedures. Decide what incident details can be shared with which partners, when, and through what established channels and protections.
Plan review Test whether existing response roles and procedures work under pressure. Check whether those roles, procedures, contact lists, and escalation paths cover AI-related systems and dependencies.

The table is a planning aid, not a claim that every AI incident follows the same pattern. CISA’s exercise objectives included information sharing, response to multistage AI incidents, improvements to plans and resilience, and collaboration across government, industry, and international participants. A facilitator can translate those objectives into scenario decisions appropriate to the organization’s own systems and partners. CISA’s JCDC AI Cyber Tabletop Exercise scenario document

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Set the exercise boundary before writing injects

“AI incident” can mean several things. For this tabletop, define whether the event concerns an AI system or an AI-enabled service, information associated with it, or a conventional system whose disruption affects an AI capability. State what is in scope and what participants are expected to decide. That stops the exercise from drifting into a broad debate about AI or treating every unexpected system behavior as proof of compromise.

Also distinguish an incident involving AI from an incident in which responders themselves use AI tools. The CISA and NIST materials cited here address incident response and AI-related cybersecurity coordination; they do not establish a detailed framework for assessing AI tools used by responders. If responders’ use of such tools is part of the scenario, define that as a separate exercise question rather than assuming it is covered by the AI-system incident scope.

Map the affected service, not just the model

Before the session, identify the AI-related capability at the center of the scenario and map the systems and responsibilities participants may need to discuss. The map can be simple: the AI system or service, relevant information, integrations, downstream services, and the organizational owner for each. The goal is not to create an exhaustive technical inventory during the exercise. It is to make ownership and dependencies visible enough that participants can identify who must assess an impact or make a decision.

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  • Which AI-related system or service is central to the scenario?
  • What information, integrations, or dependent services could be affected?
  • Who owns each relevant system or business service?
  • Which facts are known at the start, and which are deliberately uncertain?

These are facilitator design questions, not a prescribed CISA checklist. They apply the scope and collaboration objectives in CISA’s JCDC exercise to a local exercise plan.

Keep the familiar incident-response backbone

Use current general incident-response guidance as the baseline. NIST finalized SP 800-61 Rev. 3 in April 2025, aligned it with the Cybersecurity Framework 2.0, and superseded Rev. 2. NIST describes incident response as integrated across organizational cybersecurity risk management. For a tabletop, that means the AI-specific questions should sit inside the organization’s broader risk and response arrangements rather than becoming a disconnected technical exercise.

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Retain the decisions your existing plan expects participants to make. The exact stages and terminology should follow your organization’s plan, but the exercise should still test whether participants can recognize and assess the event, agree on response actions, coordinate communication, preserve useful information, and recover or improve as appropriate. Do not make the AI element so dominant that the team never practices its normal escalation and decision paths.

A tabletop is a discussion-based test, not a technical demonstration. Participants should explain what they would do, who would make or approve a decision, what information they need, and how they would communicate. The facilitator can reveal new facts over time, but should not silently resolve the questions the team is meant to confront.

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Build AI-specific decisions into the scenario

Rather than adding AI vocabulary to a conventional scenario, create injects that force a real decision. An inject is a new piece of information or development introduced during the exercise. For each one, decide which uncertainty it tests, who needs to respond, and what a useful answer would reveal about the plan. The examples below are proposed facilitation prompts based on CISA’s exercise objectives; they are not verbatim CISA requirements.

Inject 1: Define what may be affected

Give participants an initial report that points to a problem with an AI-related service but does not yet establish its full scope. Ask them to identify potentially affected systems, information, integrations, and downstream services, and to name the owners they need to contact. The exercise is testing whether the team can investigate the boundary of the incident without assuming either that the AI component is the only affected asset or that the event is merely a conventional infrastructure problem.

Inject 2: Test the evidence and context available

Introduce information that leaves the cause or extent uncertain. Ask what evidence would help distinguish a problem in an AI component from an issue in the surrounding infrastructure, what information the team already has, and what it still needs. Then ask which decisions can be made on the current evidence and which require input from a provider, developer, or specialist.

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The exercise should test whether participants know how to request or locate relevant information under their own procedures. Do not present a particular log, metric, or technical artifact as universally required: the sources used here do not prescribe a universal AI-incident evidence set. The useful outcome is a clear account of the evidence gap, its owner, and how the team would proceed while uncertainty remains.

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Inject 3: Expand the incident across dependencies

Reveal that a connected service or another organization may be affected, or that the event has developed through more than one stage. Ask participants to update their assessment, identify newly affected parties, and determine whether existing escalation and response procedures still fit. CISA’s JCDC exercise explicitly included the objective of examining procedures for multistage AI incidents, so a tabletop can use this kind of development to test whether the team revisits its scope as facts change. CISA’s scenario document

Inject 4: Make information sharing a decision

Introduce a request for information from a partner, or a need to alert an external party. Ask what the organization can share, with whom, when, under what protections, and through which established channel. The point is to make information sharing a concrete response decision—not an assumed activity—and to expose any uncertainty about approval, contacts, or handling procedures.

CISA’s January 14, 2025 announcement describes the JCDC AI Cybersecurity Collaboration Playbook as providing voluntary information-sharing processes for AI cybersecurity incidents and vulnerabilities. The announcement says the playbook delineates information-sharing protections and mechanisms and outlines CISA’s actions when it receives information. Treat it as a coordination aid alongside your own incident response plan; do not substitute it for the organization’s internal authority, escalation, or communications procedures. CISA’s announcement of the JCDC AI Cybersecurity Collaboration Playbook

Include the people who can make the decisions

An AI-related tabletop is not only a security-team exercise. CISA recommends including senior business leadership as well as security and IT in incident plans and exercises. That matters because participants may need to weigh service impact, business priorities, response authority, and external communication—not merely describe a technical investigation. CISA’s guidance for corporate leaders and CEOs and CISA’s four cybersecurity goals

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For an AI-related scenario, identify which additional participants may have relevant ownership or information. Depending on the organization and scenario, that could include an AI service provider, a developer, a specialist, or an external partner. Their participation is not automatically necessary for every exercise. The facilitator should decide whether the scenario requires their direct involvement or whether internal participants should instead practice the contact, escalation, and information-request process.

  • Security and incident leadership: assess the event, coordinate the response, and identify decisions that need escalation.
  • IT and system owners: explain the affected environment, integrations, and service dependencies.
  • Business leadership: weigh organizational impact and participate in decisions assigned to leadership under the plan.
  • AI-related owners or external parties: clarify their role in providing information or coordinating action when the scenario requires it.

Make each role’s authority clear enough to test, but do not invent a universal division of responsibilities. The organization’s own plan and agreements determine who can make particular decisions.

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A practical sequence for planning and running the tabletop

CISA’s CTEP package includes planner and facilitator/evaluator handbooks, feedback forms, an exercise-brief slide-deck template, and an after-action report template. Its package page lists a February 2, 2023 revision date. Those materials can provide structure for the exercise; adapt the content to the organization and the AI-related decisions being tested. CISA’s CTEP package documents

  1. Choose a learning objective. Select one or more concrete questions, such as whether the plan identifies affected AI-related dependencies, whether the team can request useful information, or whether the right people know how to coordinate external sharing.
  2. Set the scope and assumptions. Define the AI-related system or service, the type of potential harm, the organizational boundary, and what participants know at the start. Identify anything deliberately outside the scenario.
  3. Assign roles and decision authority. Invite the participants needed to discuss the objective. Mark who is exercising, who is facilitating, and who is observing or evaluating. Make clear when the scenario expects a decision from leadership or a system owner.
  4. Write a small sequence of injects. Start with a report, then introduce new evidence, a dependency or scope change, and a coordination or sharing decision if those fit the objective. For every inject, note the decision it is intended to prompt and the plan element it tests.
  5. Brief participants and facilitate discussion. Explain the exercise boundaries and ground rules. Present one development at a time, ask who acts and what they need, and record unresolved questions rather than resolving them on the team’s behalf.
  6. Capture observations as they arise. Record where ownership was unclear, what information participants sought, which procedures or contacts they used, and where a decision stalled. Distinguish a genuine plan gap from a detail outside the exercise’s scope.
  7. Turn observations into changes. Use a debrief and after-action report to assign improvements to a plan, contact list, evidence-handling step, escalation path, or future exercise. Give each action an owner and a way to verify it was completed.

CISA advises periodically testing incident response plans in realistic conditions, including through tabletops, and updating plans after testing. The value is not the exercise document itself; it is whether the team identifies and follows through on improvements. CISA’s 2025 incident-response engagement lessons

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Questions for the facilitator and evaluator

Use a short set of prompts to keep discussion focused on decisions and plan performance. They are proposed questions informed by the scope and coordination themes above, not a checklist CISA requires every organization to use.

  • What AI-enabled systems, information, integrations, and downstream services might be affected, and who owns each?
  • What evidence or context would help participants distinguish an AI component failure or compromise from a conventional infrastructure incident?
  • Which decisions can participants make from the information available, and what requires provider, developer, or specialist input?
  • Who needs to be involved across security, IT, business leadership, AI-related owners, and external partners?
  • What information can be shared, with which partners, under what protections, and through which established channels?
  • Which plan, contact list, evidence-handling step, or escalation path should change as a result?

Evaluators should look for observable outcomes: whether participants identify owners and dependencies, explain what they need to know, use or locate the relevant procedure, and surface a decision that cannot yet be made. That produces more actionable findings than judging a team by whether it guessed the scenario’s hidden cause.

Scale the exercise to the organization

A tabletop does not need a large cast or a complex scenario to reveal a gap. CISA notes that smaller organizations can benefit from simple rehearsals or spoken walkthroughs and recommends matching the format to the team’s size and resources. A small team can discuss one AI-related service, name its owner and dependencies, and walk through who would be contacted as the facts change. CISA’s corporate-leader guidance

For a larger organization or a cross-organization exercise, add roles and coordination decisions only where they serve the objective. CISA’s JCDC AI exercise sought collaboration among government, industry, and international participants. The JCDC playbook says it incorporates feedback from approximately 150 participants across U.S. federal agencies, private industry, and international government organizations during two exercises in 2024; that figure describes feedback across the two exercises, not attendance at either one individually. CISA’s January 2025 playbook announcement

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What a useful after-action result looks like

Conclude by recording specific gaps and assigning follow-up. A useful finding says what participants could not do, why the current plan or process did not support them, and what change should address it. Examples include clarifying who owns an AI-related dependency, updating a contact or escalation path, documenting how to request information from a provider, or defining who approves information sharing. These are examples of possible findings, not claims that every organization needs each change.

Separate a procedural gap from a knowledge gap. If the plan names the responsible role but participants do not know where to find it, the fix may involve access, training, or rehearsal. If the plan does not establish an owner or decision path, the organization may need to revise the plan or its agreements. Then choose a follow-up exercise or review that can show whether the change worked. CISA’s guidance to test plans and update them afterward supports treating the debrief as part of response readiness, rather than the end of the exercise. CISA’s incident-response lessons

Bottom line for exercise designers

Keep the established incident-response backbone and use the AI-related element to test what a conventional scenario may not expose: incident scope across AI systems and dependencies, evidence and context needed for assessment, ownership and outside expertise, and decisions about information sharing. The best tabletop is not the one with the most technical detail; it is the one that reveals whether participants can make and coordinate the decisions their plan requires.

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