Prevent

The adoption of multiple coding agents is generating 5x more code and 10x more risk - faster than teams can fix. This “Claude-Storm” demands a new approach.

The Guardian Agent prevents 80% of SAST, SCA, Secrets, IaC, and API risks before code exists - seamlessly for developers.

Secure Prompt enriches the prompt with context from your Software Graph and Risk Graph before it reaches the agents.

Java 11 · Azure DevOps · GCP · Akamai · Palo Alto Prisma

Critical YAML deserialization prevented before code exists.

Risks Prevented

Secure the prompt. Prevent the risk.

Guardian Agent

Original prompt unchanged. Apiiro enriches the prompt with context derived from Data Fabric, Software Graph (code to runtime) and Risk Graph with organizational policies.

Increase the burden on AppSec and developers while the security backlog keeps growing ~150% year over year (YoY).

Coding agents generate secure, compliant code by design, with AutoFix as defense in depth to catch what slips before it reaches SCM.

The user hands a prompt straight to the coding agents, with no context from your software architectural and policy.

2 hours triage + 1 hour fix at $26/hour

Detect vulnerabilities, manually triage findings, manually fix code, manually review changes, test, approve, and deploy software.

Evaluated on the codebase of a High Business Impact (HBI) application.

Guardian Agent prevented the risks before code exists.

yearly cost saving

Detection costs money. Prevention saves it.

Add a POST /aps/v1/entitlements/bulk-import/config endpoint that accepts a YAML body. Add org.yaml:snakeyaml. Deserialize into a Map so we can handle arbitrary config keys.

Generate contextual Secure Prompts (patent pending) to prevent risks before code exists (SAST, SCA, Secrets, IaC, API).

Turn prompts into Secure Prompts - enriched with architecture and policy context - so agents generate secure, compliant code while AutoFix catches what slips.

With Guardian Agent Secure Prompt

Backlog still grows ~150% YoY. No risk reduction. No cost reduction. Not audit-ready.

Without Guardian Agent

Risk reduced. Costs reduced. Audit-ready.

~$78

~$15M

Agents generate vulnerable and non-compliant code that flows into SCM and then to your backlog and production environments.

per finding

Fortune 500 Healthcare Case Study

Reduce risk, reduce cost, meet compliance. Without the burden of triaging, fixing, reviewing, testing and deploying software.

80%

Claude Code, with vs without Guardian Agent

Same developer intent. Without Guardian Agent: critical YAML deserialization shipped. With Guardian Agent: RCE prevented before code exists.

80% of risks prevented before code generation

Every finding at this Fortune 500 healthcare organization consumes developers and AppSec capacity, while backlog and exposure continue to grow.

One prompt. Two outcomes.

Critical YAML deserialization → remote code execution on the RAPService host.

240k findings/year × $78 per finding × 80% prevention rate