M.A.D.E. · ATTACK
Adversarial Analysis and Validation
Test the flows. Validate the paths.
Exercise realistic failure conditions across prompts, retrieval, agents, tools, identities, permissions, approval boundaries, code, outputs, and external actions.
Attack connects static analysis, bounded adversarial scenarios, runtime evidence, path qualification, and regression planning. The objective is not to maximize jailbreak counts. It is to establish what can happen in the actual application, why it can happen, which controls matter, and what evidence supports the conclusion.
Attack Path Analysis at a glance
Turn connected evidence into defensible attack paths.
Most security reports stop at individual findings. Attack Path Analysis asks which findings, identities, permissions, workflows, runtime observations, code relationships, and control weaknesses combine into a supported route toward consequential impact.
Best next steps
A finding is not yet an attack path.
Attack reproduces the behavior, qualifies the transitions, and preserves the evidence required to support an end-to-end consequence.
From Isolated Finding to Defensible Path
A defensible attack path connects observed steps, evidence, and consequences rather than merely grouping nearby findings.
Comparison between an isolated finding with limited context and a defensible path with evidence, ordered transitions, consequence, and validation state.
Not every issue should become a path. A defensible path requires supported ordering, evidence tied to each meaningful step, and a bounded statement of consequence.
Connected analysis and validation
Analyze the implementation. Exercise the flows. Capture the outcome. Qualify the paths.
No single test tells the whole story. Static code analysis, adversarial behavior, runtime evidence, and path qualification answer different security questions. Attack combines those signals without pretending they are the same thing.
Analyze the implementation
Use Code Scanner, Artifact Analyzer, Prompt Security Review, Tool Analyzer, and focused configuration analysis to identify supported findings, exposed capabilities, missing controls, and reviewable code-risk paths.
Exercise realistic flows
Use Adversarial Range and specialist test packs to exercise bounded prompt, retrieval, agent, tool, multimodal, output, approval, and workflow failure conditions.
Capture the outcome
Preserve the inputs, environment, model, retrieval context, identity, tool activity, approval state, output, external effect, and evidence required to explain what happened.
Qualify the paths
Use Attack Path Analysis to combine supported findings, system relationships, authority context, observed traces, and evidence into candidate, supported, validated, reproduced, rejected, or residual paths while preserving evidence grounding.
Focused test packs
Bounded questions, connected evidence.
Use focused test packs for bounded questions. Their outputs contribute evidence to wider application analysis without being presented as complete standalone platforms.
RAG Security Testing
Test retrieval authorization, tenant isolation, provenance, poisoning, context integrity, leakage, and unsafe action propagation.
Prompt Injection Test Pack
Run structured direct and indirect injection probes, record outcomes, and preserve the evidence session.
Prompt Security Review
Apply deterministic checks to system prompts, agent instructions, tool prompts, retrieval templates, and corpus documents.
Output Safety Analysis
Analyze model output against the security requirements of the destination sink, including rendering, links, commands, tool calls, email, databases, code, and terminals.
From security signal to supported path
From security signal to supported path.
Step 1
Identify the signal
Static finding, configuration issue, artifact capability, authority relationship, or modeled scenario.
Step 2
Establish application context
Affected component, identity, workflow, data, tool, permission, control, and trust boundary.
Step 3
Exercise or inspect the relevant flow
Run a bounded scenario, inspect the implementation, or analyze approved runtime evidence.
Step 4
Preserve the outcome
Record observations, evidence references, control behavior, consequence, and uncertainty.
Step 5
Qualify the path
Determine whether the result supports a code-risk path, authority path, candidate path, supported path, or validated path.
Step 6
Prioritize the control
Identify remediation chokepoints, ownership, implementation work, and retest conditions.
Attack Path Analysis
Qualify the path before you claim it.
Attack Path Analysis reasons over supported findings and system context while keeping direct evidence, provisional extensions, and analyst decisions visibly distinct.
Preserve where the evidence stops.
Attack Path Analysis separates what the available evidence directly supports from plausible extensions that still require qualification or analyst review.
Grounded path steps and explicit hypotheses.
Attack Path Analysis separates what the evidence directly supports from what remains an explicit hypothesis requiring validation or analyst review.
Attack Path Analysis separates what the evidence directly supports from what remains an explicit hypothesis requiring validation or analyst review.
- 1Code and configuration evidence
- 2Runtime and trace evidence
- 3Identity and permission evidence
- 4Scanner and adversarial findings
- Observed entry condition
- Supported intermediate action
- Evidence-supported impact
- Plausible next step
- Assumption requiring challenge
- Unverified impact extension
Inference never becomes grounded merely because it is plausible; evidence or explicit analyst validation must change its status.
- Evidence confirms extension
- Analyst review required
- Extension rejected
Observed and grounded steps remain distinct from inference. That boundary is essential when an attack path becomes a remediation priority, executive claim, or customer-facing artifact.
What Attack Path Analysis returns
Scope note
Attack Path Analysis performs defensive attack-path analysis at the tactic-technique-procedure level. It does not generate exploit code, payloads, credential material, or step-by-step intrusion instructions.
Workbench capabilities that support Attack
Use the right lens before you claim the path.
Code Scanner
Find AI-specific code findings and code-risk paths across prompts, retrieval, agents, MCP, tools, model integrations, permissions, unsafe outputs, and consequential actions.
Adversarial Range
Exercise realistic prompt, retrieval, agent, tool, multimodal, workflow, authority, and policy failure conditions using bounded scenarios and replayable evidence.
Authority Graph
Use mapped identity, tool, permission, approval, and downstream-action relationships to design bounded tests and explain effective authority.
Attack Path Analysis
Determine which supported findings, relationships, traces, and preconditions form defensible paths toward consequential impact.
RAG Security Testing
Test retrieval authorization, tenant isolation, provenance, poisoning, context integrity, leakage, and unsafe action propagation.
Artifact Analyzer
Extract artifact identity, capabilities, authority signals, provenance, and review targets from binaries, agents, MCP components, browser helpers, and other submitted artifacts.
AI Red Team & Adversarial Testing
Structured adversarial testing for prompt injection, jailbreaks, tool misuse, retrieval abuse, and unsafe workflows.
Framework coverage
Map findings to the frameworks teams already use.
Where applicable, findings and evidence can be mapped to OWASP LLM Top 10, MITRE ATLAS, NIST AI RMF, EU AI Act, ISO/IEC 42001, and other supported control frameworks.
MAP
Model & Baseline
Understand architecture, data flows, trust boundaries, authority, ownership, controls, and evidence gaps.
Open routeATTACK
Exercise & Qualify
Test realistic failure flows, capture traces, and determine which supported conditions form consequential paths.
Open routeDEFEND
Harden & Verify
Change architecture, authority, controls, and approval boundaries, then verify the original failure no longer succeeds.
Open routeEVIDENCE
Preserve & Reuse
Preserve findings, traces, paths, fixes, retests, control evidence, and reviewed outputs.
Open route