01.3
Ongoing Full-Stack Testing
Continuous AI Penetration Testing
Catch new exposures as your AI changes
Models, prompts, agents, and integrations change all the time. We retest your AI across the full stack on a set schedule and after the changes you choose, so new exposures and reopened weaknesses surface early.
The Problem
Old Test, New System
A penetration test is a snapshot of a single release. The next one might swap the model, rewrite the system prompt, add a document source, or wire in another tool, and any of those can silently reverse a fix.
We turn your penetration test findings into a test suite built for your system, then run it, along with new attack scenarios, on the schedule and at the changes we set with you. That way, you ship with data, not assumptions.
Changes that usually trigger a retest:
- Model or provider swaps
- Edits to system prompts and instructions
- New or modified retrieval sources
- New agents, tools, plugins, or MCP integrations
- Cloud, identity, and permission changes
- Workflow and business-logic changes
How We Test
Test What Moved
Each cycle is scoped to the change and ends with results. Your named systems are covered by a testing allowance, set annually or quarterly before work begins.
Baseline
Turn the validated findings and abuse cases from your AI penetration test into a test suite built for your system.
Trigger
Define which changes and dates start a cycle inside your allowance.
Retest
Rerun targeted attacks across the stack, add scenarios for new attack techniques, check that old fixes still hold, and record any new paths.
Report
Deliver findings for every cycle, plus periodic summaries written for executives.
Key Outcomes
Change Without the Blind Spot
Validate Before Release
Treat each material change as a decision point, and learn whether it revived a known weakness before users ever see it.
Catch Reopened Weaknesses Early
Spot a reopened weakness in the release that caused it, long before an annual test would.
Confirm Closure
Verify that documented attack paths remain closed, because a resolved ticket doesn’t mean a resolved risk.
Show Progress to the Board
Give your board, auditors, and customers periodic reports on what changed, what was tested, and what got fixed.
Deliverables
Testing That Keeps Pace
A Test Suite Built for You
Drawn from your architecture, your validated findings, and your abuse cases, because no generic test set knows your system.
Per-Cycle Findings
Results for each test cycle, because every material release is a decision you should make with data.
Remediation Verification
A check that previously documented attack paths are still closed, because fixes can quietly come undone.
Executive Summaries
Periodic summaries for your executives, auditors, and customers, because assurance has to be shown, not asserted.
Predictable scope
Named systems and a fixed allowance keep testing in line with your budget and release calendar.
Scope and Limits
What’s In, What’s Out
What It Covers
- Adversarial testing of named AI systems, run on a schedule and after triggering changes, within an allowance.
- Anchored to an initial AI Penetration Testing engagement or equivalent baseline, so the suite mirrors your real architecture.
- Periodic summaries your executives, auditors, and customers can review.
What It Doesn’t
- A 24/7 SOC, MDR, continuous monitoring, or incident response.
- Unlimited testing. Your statement of work defines the allowance, cadence, and triggers.
- A guarantee that future changes will be free of vulnerabilities.
Common Questions
Ongoing Testing Explained
What does continuous AI penetration testing cover?
Ongoing, targeted attacks on AI systems that already had a penetration test, run on a schedule and after the changes you choose. The goal: catch new exposures as they appear and confirm that earlier fixes still hold.
Is this the same as continuous monitoring?
No. Testing continues throughout the year, on a schedule and at the changes you choose, inside a set allowance. It isn’t 24/7 monitoring, SOC coverage, or incident response.
What counts as a material change?
Usually a new model or provider, edited system prompts, new or changed retrieval sources, added tools or plugins, permission changes, or reworked workflow logic. We define the exact triggers with you when we set your allowance.
Is an initial penetration test required?
Yes. The suite draws on the abuse cases and validated findings from that baseline, so an AI Penetration Testing engagement, or an equivalent, has to come first.
How often do you test?
Cadence is usually quarterly or annual, plus the release triggers you choose, all within the allowance for your named systems. Your statement of work makes it official.
Your Move
Ship Changes on Data
Walk us through your release rhythm. We’ll propose which systems to name, which triggers to watch, and an allowance that fits.