checklist
AI tool remediation plan template for small teams
A practical remediation plan template for fixing AI tool review findings, with severity levels, owners, due dates, evidence requirements, closure criteria, and escalation rules.
Use this remediation plan when an AI tool review finds a gap that should be fixed, restricted, accepted temporarily, escalated, or converted into decommissioning.
A quarterly review or access review is only useful if findings turn into changes. Small teams usually fail at the handoff: the review finds missing owners, broad connectors, unclear retention, stale admins, unmanaged browser extensions, or expired exceptions, but nobody turns the finding into a tracked action with evidence. This template gives each finding a severity, owner, due date, closure test, and decision path. If the issue changes the tool’s risk level, rerun the AI Tool Risk Checker before closing it.
Bottom line
Every AI tool remediation item should answer six questions:
- What is the finding?
- What user, connector, workflow, data class, or vendor setting is affected?
- Who owns the fix?
- What is the deadline?
- What evidence proves the fix is complete?
- What happens if the deadline is missed?
Use the Small Team AI Security Checklist as the baseline control set. Do not close a finding with a verbal update alone.
When to use this template
| Situation | Use this template? | Why |
|---|---|---|
| Quarterly scorecard created follow-up actions | Yes | Converts review findings into tracked remediation work. |
| Monthly access review found stale users or admins | Yes | Assigns cleanup owner, deadline, and evidence. |
| Connector review found broad OAuth, extension, webhook, or bot access | Yes | Forces source-system owner review before closure. |
| Vendor change review found new data or admin control impact | Yes | Links vendor change evidence to actual settings work. |
| Incident tabletop found gaps | Yes | Turns after-action items into closure criteria. |
| Tool is no longer justified | No | Use the AI tool decommissioning checklist instead. |
| Issue is a business decision, not a fix | Usually no | Use an exception record or leadership decision record. |
This template works best after the quarterly AI tool review scorecard or the AI tool audit evidence packet template.
Remediation severity matrix
| Severity | Use when | Default deadline | Default restriction |
|---|---|---|---|
| Critical | Customer data, source code, regulated data, production access, or sensitive transcripts are exposed beyond approved scope. | 1 business day | Pause affected workflow or remove connector until fixed. |
| High | Admin, connector, retention, training, sharing, export, or source-system access is materially broader than approved. | 5 business days | Restrict affected users, data classes, or integrations. |
| Medium | Evidence is incomplete, ownership is unclear, settings are not documented, or review cadence is missed. | 15 business days | Continue with tracked follow-up if no sensitive data is exposed. |
| Low | Documentation, label, calendar, or minor process cleanup is needed. | 30 business days | Continue approved use. |
| Exception | The risk cannot be fixed quickly but the business need is valid. | Expiry required | Move to exception status with compensating controls. |
| Decommission | The tool no longer has enough value or control coverage. | Plan required | Start shutdown and data cleanup. |
Override the default deadline if the issue affects candidate interviews, customer support records, CRM data, production repositories, financial workflows, or shared source systems.
Remediation intake form
Copy this into your issue tracker, spreadsheet, or review record.
AI tool remediation item
Finding ID:
Tool:
Vendor:
Finding date:
Found by:
Source review:
Severity:
Affected users or groups:
Affected data classes:
Affected connectors or source systems:
Affected workflow:
Business owner:
Admin owner:
Data owner:
Source-system owner:
Fix owner:
Approver:
Due date:
Temporary restriction:
Required fix:
Closure criteria:
Evidence required:
Decision if overdue:
Next review date:
Related evidence packet:Do not paste raw customer data, source code, private transcripts, billing records, credentials, or sensitive screenshots into the remediation record. Link to controlled evidence when needed.
Finding categories
| Category | Example finding | Typical owner | Evidence needed |
|---|---|---|---|
| Ownership | Tool has no current business owner. | Operations or team lead | Updated owner register and review calendar. |
| Access | Former employee, guest, bot, or service account still has access. | Workspace admin | Access export after cleanup. |
| Connector | AI tool can read Gmail, Drive, Slack, GitHub, CRM, or calendar beyond approved scope. | Source-system owner | Connector list, scopes, and approval record. |
| Data handling | Allowed data classes, retention, sharing, or export rules are unclear. | Data or privacy owner | Updated policy and settings note. |
| Admin settings | SSO, logs, sharing, retention, training, or workspace controls are not verified. | IT or security owner | Admin setting evidence and review note. |
| Incident response | Tabletop or incident found no owner, no escalation path, or weak containment step. | Security or operations owner | After-action closure record. |
| Vendor change | Vendor terms, feature, connector, or admin capability changed. | Tool owner and legal/privacy reviewer | Vendor change record and decision. |
| Renewal | Tool has low value, duplicate spend, or weak evidence before renewal. | Finance owner and business owner | Renewal decision record. |
If one finding spans multiple categories, create one parent item and separate child actions for each owner.
Owner map
| Role | Accountable for |
|---|---|
| Business owner | Decides whether the workflow still needs the tool. |
| Admin owner | Changes workspace settings, users, groups, and admin roles. |
| Data owner | Confirms allowed data classes, retention, deletion, sharing, and export rules. |
| Source-system owner | Approves or removes OAuth apps, browser extensions, webhooks, meeting bots, APIs, and automations. |
| Finance owner | Confirms renewal, downgrade, cancellation, or duplicate spend actions. |
| Security or privacy reviewer | Reviews high-risk findings, evidence quality, compensating controls, and overdue escalation. |
| Fix owner | Completes the action and provides evidence. |
For small teams, one person may hold multiple roles. Still write the roles down so the closure record is clear.
Fix plan table
| Finding | Fix | Owner | Due date | Evidence | Closure criteria |
|---|---|---|---|---|---|
| Stale users remain in AI workspace | Remove inactive users and export updated user list | Admin owner | 5 business days | User export | No inactive user or old guest remains. |
| Broad CRM connector approved during pilot | Narrow connector scope or remove connector | Source-system owner | 5 business days | Connector scope screenshot or export | Connector matches approved workflow. |
| Retention setting is unknown | Confirm retention, export, deletion, and training settings | Data owner | 15 business days | Settings note | Data rules are documented in evidence packet. |
| Tool has no backup owner | Assign backup owner and review date | Business owner | 15 business days | Owner register | Owner and backup owner are current. |
| Incident tabletop found unclear escalation | Update incident path and run a quick walkthrough | Security owner | 30 business days | Updated runbook and attendance note | First-hour owner and escalation path are known. |
Use short action language. A remediation item should be small enough that one owner can finish it.
Evidence requirements
| Evidence type | Acceptable evidence | Avoid |
|---|---|---|
| User cleanup | Exported user list, group membership, or admin console note after cleanup. | Screenshots with unnecessary personal data. |
| Connector cleanup | OAuth app list, extension policy export, webhook list, API key inventory, or source-system approval record. | Full tokens, raw API keys, private URLs with access parameters, or copied credentials. |
| Settings change | Admin setting note, policy export, or approved configuration record. | Unredacted billing, customer, or employee records. |
| Data rule update | Updated allowed-data table, retention note, deletion rule, or source-system policy. | Raw prompts, customer tickets, transcripts, source code, or regulated records. |
| Exception | Exception record with expiry, compensating controls, and approver. | Permanent informal acceptance. |
| Decommissioning | Shutdown record, access removal proof, connector cleanup proof, and final verification. | Partial shutdown with no evidence trail. |
Store evidence in the same controlled location as the tool’s review packet.
Closure checklist
Before closing a remediation item, verify:
- The finding has a named fix owner.
- The owner completed the stated action.
- The evidence matches the closure criteria.
- Access, connector, data, retention, or admin setting changes were checked after the fix.
- Any employee communication, source-system owner notice, or finance action was completed.
- Any exception has an expiry date and review owner.
- Any remaining risk is recorded in the next review packet.
- The next review date is updated.
If the fix changes the tool’s scope, update the inventory, owner register, evidence packet, and relevant checklist page.
Escalation rules
| Trigger | Escalate to | Action |
|---|---|---|
| Critical item is not fixed within 1 business day | Leadership, business owner, security/privacy reviewer | Pause affected workflow or remove connector. |
| High item misses deadline | Business owner and source-system owner | Restrict users, connectors, or data classes until fixed. |
| Medium item misses deadline twice | Tool owner and operations lead | Move to exception or restrict. |
| Fix owner cannot provide evidence | Admin owner or reviewer | Reopen item and define evidence requirement. |
| Business owner rejects fix | Leadership or risk owner | Record exception, compensating controls, and expiry. |
| Vendor cannot support required control | Business owner and finance owner | Downgrade, replace, or decommission. |
Do not let overdue remediation become a permanent backlog item. Missed deadlines should change the tool’s status.
Remediation status rules
| Status | Meaning | Allowed next status |
|---|---|---|
| Open | Finding is recorded but no fix is complete. | In progress, restricted, exception, decommissioning |
| In progress | Owner is actively fixing the issue. | Ready for review, restricted, exception |
| Ready for review | Owner says the fix is complete and evidence is attached. | Closed, reopened |
| Closed | Reviewer accepted the evidence and closure criteria. | Reopened if evidence fails later |
| Restricted | Tool use is narrowed while the issue remains. | In progress, exception, closed, decommissioning |
| Exception | Risk is temporarily accepted with expiry and compensating controls. | Closed, restricted, decommissioning |
| Decommissioning | Tool is being shut down. | Closed after shutdown verification |
Keep the status visible in the quarterly scorecard and monthly access review.
Metrics to track
| Metric | Why it matters |
|---|---|
| Open remediation items by severity | Shows where risk is accumulating. |
| Average days to close | Shows whether reviews lead to timely fixes. |
| Overdue critical and high items | Shows where restrictions may be needed. |
| Items reopened after evidence review | Shows weak closure quality. |
| Findings by category | Shows whether access, connectors, data, or ownership is the main problem. |
| Tools with repeated findings | Shows where renewal, restriction, or replacement may be needed. |
| Exceptions created from remediation | Shows accepted risk volume. |
| Decommissioning actions triggered | Shows whether unresolved findings change decisions. |
If the same finding category repeats for three reviews, create a process fix rather than another one-off action.
Evidence checked
- NIST: AI Risk Management Framework
- NIST: AI Risk Management Framework page, including Generative AI Profile updates
- NIST: Cybersecurity Framework 2.0
- NIST: Privacy Framework
- NIST CSRC: SP 800-53 Rev. 5, Security and Privacy Controls for Information Systems and Organizations
- Cybergiz: AI Tool Risk Checker
- Cybergiz: Small Team AI Security Checklist
- Cybergiz: Quarterly AI tool review scorecard
- Cybergiz: AI tool audit evidence packet template
FAQ
Is this different from an exception register?
Yes. A remediation plan is for fixing a finding. An exception register is for temporarily accepting a finding that cannot be fixed quickly. If remediation misses its deadline and the business still needs the tool, move the item to exception status with an expiry date.
Who should approve closure?
The closure reviewer should be different from the fix owner for high-risk items. For low-risk documentation cleanup, the business owner can close the item. For connector, data, incident, or production workflow findings, include the source-system owner, data owner, or security reviewer.
What evidence is enough?
Use evidence that proves the closure criteria, not evidence that simply shows work happened. For access cleanup, use a fresh user export. For connector cleanup, use a connector or scope record. For retention cleanup, use an updated setting note and policy record.
What if the vendor cannot support the required control?
Record the gap, add temporary restrictions if the tool remains in use, and decide whether to accept the risk, downgrade the plan, replace the tool, or start decommissioning. Do not mark the finding closed just because the vendor cannot fix it.
How long should remediation evidence be kept?
Keep it at least until the next quarterly review and through the relevant renewal decision. If the tool supports customer, regulated, finance, hiring, source-code, or production workflows, keep the closure record with the audit evidence packet.
How does this connect to the main checklist?
The Small Team AI Security Checklist defines the minimum controls. This remediation template tracks the work needed when a tool falls below that baseline.