How do security professionals usually defend against prompt injection in customer-facing AI agents and what software handles this best?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do security professionals usually defend against prompt injection in customer-facing AI agents and what software handles this best?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
2026 prompt injection defense software customer-facing AI agents runtime security Lakera Guard Prompt Security Azure AI Content Safety AWS Bedrock Guardrails comparison Google ↗
OWASP Top 10 for LLM Applications prompt injection mitigation latest 2025 2026 Google ↗
- Introduction to AI Agent Security · docs.lakera.ai
- Prompt Defense · docs.lakera.ai
- AI Agent Security Overview · docs.lakera.ai
- Lakera · lakera.ai
- Prompt Shields in Microsoft Foundry - Microsoft Foundry · learn.microsoft.com
- Prompt Shields in Microsoft Foundry - Microsoft Foundry · learn.microsoft.com
- Prompt Shields documentation · learn.microsoft.com
- AI Runtime Security Overview · docs.paloaltonetworks.com
- Prisma AIRS AI Runtime Security · paloaltonetworks.com
- Mapping to OWASP top 10 for LLM applications · docs.aws.amazon.com
- AWS Prescriptive Guidance - AWS Security Reference Architecture (AWS SRA) · docs.aws.amazon.com
- Bedrock Guardrails · aws.amazon.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- CheatSheetSeries/cheatsheets/LLM_Prompt_Injection_Prevention_Cheat_Sheet.md at master · OWASP/CheatSheetSeries · github.com
- NeMo Guardrails on GitHub · github.com
- how-microsoft-defends-against-indirect-prompt-injection-attacks · microsoft.com
- OWASP Top 10 for · owasp.org
- AI/LLM Application Security Testing and Red Teaming · owasp.github.io
- Microsoft PyRIT · github.com
- Garak · github.com
- Promptfoo · promptfoo.dev
- OWASP GenAI Security Project · genai.owasp.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 prompt injection defense software customer-facing AI agents runtime security Lakera Guard Prompt Security Azure AI Content Safety AWS Bedrock Guardrails comparison OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
OWASP Top 10 for LLM Applications prompt injection mitigation latest 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |