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How to Use Aikido Security for AI pentest report workflows

Learn Aikido Security ai pentest report workflows with step by step workflows, realistic examples, and verified plan notes.

Aikido Security works well for ai pentest report workflows when you run it like production work: locked brief, SOURCE facts, then review before publish. Aikido Security is a unified AppSec platform covering code, cloud, and runtime with SAST, open-source dependency scanning (SCA), secrets detection, Autofix, cloud/container scanning, AI pentesting, and runtime protection. Start for free at app.aikido.dev; confirm live plans on aikido.dev/pricing. Start at /explore/aikido-security.

This guide focuses on ai pentest report workflows in detail. Related Aikido Security articles: /blog/how-to-use-aikido-security-for-runtime-protection-alert-handling, /blog/how-to-use-aikido-security-for-static-code-analysis-sast-triage, /blog/how-to-use-aikido-security-for-open-source-dependency-scanning-sca.

When this workflow is the right job

Use ai pentest report workflows when the deliverable is specifically this Aikido Security job. Switch to static code analysis (sast) triage when that workflow already owns the asset.

Step by step workflow

1. Brief AI pentest report workflows

Write what must stay true for ai pentest report workflows in Aikido Security before settings or spend.

Brief: AI pentest report workflows
Keep: verified SOURCE facts only
Avoid: invented pricing or features
Success: one reviewable output

2. Open Aikido Security for AI pentest report workflows

Use the Aikido Security surface that owns ai pentest report workflows. Do not mix a neighboring workflow in the same pass.

Surface: AI pentest report workflows
Start: pilot with one representative input
Plans: www.aikido.dev/pricing

3. Pilot AI pentest report workflows

Run a single ai pentest report workflows pilot. Score clarity, grounding, and whether the output is reviewable.

Pilot: AI pentest report workflows
[ ] SOURCE facts match
[ ] Output reviewable
[ ] Settings logged

4. Refine AI pentest report workflows

Change one ai pentest report workflows dimension only. Save a template from the best run.

Refine: AI pentest report workflows
Change: one control only
Keep: SOURCE and success criteria

Practical ai pentest report workflows examples

K8s misconfig

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "K8s misconfig".

Objective:
Produce a remediation-ready write-up for K8s misconfig with severity, owner, and verify steps.

Inputs:
- Finding metadata for K8s misconfig
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for K8s misconfig: severity, fix plan, retest result, and residual risk.

Pentest finding

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Pentest finding".

Objective:
Produce a remediation-ready write-up for Pentest finding with severity, owner, and verify steps.

Inputs:
- Finding metadata for Pentest finding
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Pentest finding: severity, fix plan, retest result, and residual risk.

Runtime injection block

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Runtime injection block".

Objective:
Produce a remediation-ready write-up for Runtime injection block with severity, owner, and verify steps.

Inputs:
- Finding metadata for Runtime injection block
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Runtime injection block: severity, fix plan, retest result, and residual risk.

Noise filter note

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Noise filter note".

Objective:
Produce a remediation-ready write-up for Noise filter note with severity, owner, and verify steps.

Inputs:
- Finding metadata for Noise filter note
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Noise filter note: severity, fix plan, retest result, and residual risk.

False positive mark

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "False positive mark".

Objective:
Produce a remediation-ready write-up for False positive mark with severity, owner, and verify steps.

Inputs:
- Finding metadata for False positive mark
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for False positive mark: severity, fix plan, retest result, and residual risk.

Severity reorder

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Severity reorder".

Objective:
Produce a remediation-ready write-up for Severity reorder with severity, owner, and verify steps.

Inputs:
- Finding metadata for Severity reorder
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Severity reorder: severity, fix plan, retest result, and residual risk.

Repo allowlist

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Repo allowlist".

Objective:
Produce a remediation-ready write-up for Repo allowlist with severity, owner, and verify steps.

Inputs:
- Finding metadata for Repo allowlist
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Repo allowlist: severity, fix plan, retest result, and residual risk.

IDE Autofix preview

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "IDE Autofix preview".

Objective:
Produce a remediation-ready write-up for IDE Autofix preview with severity, owner, and verify steps.

Inputs:
- Finding metadata for IDE Autofix preview
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for IDE Autofix preview: severity, fix plan, retest result, and residual risk.

IaC drift

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "IaC drift".

Objective:
Produce a remediation-ready write-up for IaC drift with severity, owner, and verify steps.

Inputs:
- Finding metadata for IaC drift
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for IaC drift: severity, fix plan, retest result, and residual risk.

VM reachability

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "VM reachability".

Objective:
Produce a remediation-ready write-up for VM reachability with severity, owner, and verify steps.

Inputs:
- Finding metadata for VM reachability
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for VM reachability: severity, fix plan, retest result, and residual risk.

Bot protection alert

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Bot protection alert".

Objective:
Produce a remediation-ready write-up for Bot protection alert with severity, owner, and verify steps.

Inputs:
- Finding metadata for Bot protection alert
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Bot protection alert: severity, fix plan, retest result, and residual risk.

Report export

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Report export".

Objective:
Produce a remediation-ready write-up for Report export with severity, owner, and verify steps.

Inputs:
- Finding metadata for Report export
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Report export: severity, fix plan, retest result, and residual risk.

Owner assignment

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Owner assignment".

Objective:
Produce a remediation-ready write-up for Owner assignment with severity, owner, and verify steps.

Inputs:
- Finding metadata for Owner assignment
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Owner assignment: severity, fix plan, retest result, and residual risk.

SLA for critical

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "SLA for critical".

Objective:
Produce a remediation-ready write-up for SLA for critical with severity, owner, and verify steps.

Inputs:
- Finding metadata for SLA for critical
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for SLA for critical: severity, fix plan, retest result, and residual risk.

Retest after fix

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Retest after fix".

Objective:
Produce a remediation-ready write-up for Retest after fix with severity, owner, and verify steps.

Inputs:
- Finding metadata for Retest after fix
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Retest after fix: severity, fix plan, retest result, and residual risk.

SAST SQL injection

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "SAST SQL injection".

Objective:
Produce a remediation-ready write-up for SAST SQL injection with severity, owner, and verify steps.

Inputs:
- Finding metadata for SAST SQL injection
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for SAST SQL injection: severity, fix plan, retest result, and residual risk.

SCA CVE triage

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "SCA CVE triage".

Objective:
Produce a remediation-ready write-up for SCA CVE triage with severity, owner, and verify steps.

Inputs:
- Finding metadata for SCA CVE triage
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for SCA CVE triage: severity, fix plan, retest result, and residual risk.

Secret in CI log

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Secret in CI log".

Objective:
Produce a remediation-ready write-up for Secret in CI log with severity, owner, and verify steps.

Inputs:
- Finding metadata for Secret in CI log
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Secret in CI log: severity, fix plan, retest result, and residual risk.

Autofix PR review

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Autofix PR review".

Objective:
Produce a remediation-ready write-up for Autofix PR review with severity, owner, and verify steps.

Inputs:
- Finding metadata for Autofix PR review
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Autofix PR review: severity, fix plan, retest result, and residual risk.

Cloud attack path

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Cloud attack path".

Objective:
Produce a remediation-ready write-up for Cloud attack path with severity, owner, and verify steps.

Inputs:
- Finding metadata for Cloud attack path
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Cloud attack path: severity, fix plan, retest result, and residual risk.

Container CVE

Scenario:
A security or engineering owner triages AI pentest report workflows in Aikido Security for finding "Container CVE".

Objective:
Produce a remediation-ready write-up for Container CVE with severity, owner, and verify steps.

Inputs:
- Finding metadata for Container CVE
- Repo/service scope
- Environment (dev/stage/prod)
- Acceptable fix patterns

Workflow:
Open finding → Validate true positive → Assign owner → Autofix or manual patch plan → Retest in Aikido Security → Close or accept risk with ticket

Requirements:
- Stay within verified Aikido Security capabilities; do not invent features.
- Confirm live plan notes on www.aikido.dev/pricing before promising volume.
- Change one variable between iterations.
- Human-review before external publish, send, billing, or clinical/legal use.
- Do not mark fixed without retest evidence.

Expected output:
A ticket-ready AI pentest report workflows note for Container CVE: severity, fix plan, retest result, and residual risk.

How to improve ai pentest report workflows

Cut noise from ai pentest report workflows by removing extra adjectives while preserving SOURCE facts in Aikido Security.

Raise quality by insisting on a single success check before debating style.

Make review easier by labeling fields that must never change.

Speed iteration by cloning the last good run and altering only one control.

Stabilize outputs by pinning settings after the pilot is approved.

Reduce rework by rejecting drafts that invent claims.

Improve handoffs by recording which control produced the best result.

Harden the workflow by testing an incomplete input before trusting defaults.

Prompting and usage guidance

Name the ai pentest report workflows job, audience, and success check before opening Aikido Security.

Paste only verified facts under SOURCE so Aikido Security cannot invent details.

Specify the deliverable shape up front.

Call out fixed details versus flexible style choices.

Ask Aikido Security to flag unsupported claims before you accept the draft.

Limitations to respect

Check Aikido Security plan gates for ai pentest report workflows on www.aikido.dev/pricing before you promise timelines.

Keep drafts unpublished until a human confirms SOURCE facts.

Aikido Security can be wrong. Treat ai pentest report workflows as provisional until review.

If documentation is silent on a claim, leave it out rather than guessing.

Practical tips for this workflow

Pilot once before batching ai pentest report workflows in Aikido Security.

Keep a reusable template with variables for ai pentest report workflows.

Separate creative instructions from SOURCE facts.

Log settings from the best run.

Common mistakes

  • Skipping the pilot run before scaling volume
  • Inventing pricing, quotas, or features not on official pages
  • Mixing unrelated workflows in one session
  • Publishing without a human review gate

Treat ai pentest report workflows in Aikido Security as a production workflow: brief, pilot, refine, then ship with review. Related reading: /blog/how-to-use-aikido-security-for-runtime-protection-alert-handling, /blog/how-to-use-aikido-security-for-static-code-analysis-sast-triage, /blog/how-to-use-aikido-security-for-open-source-dependency-scanning-sca.

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