Looking for the best security tools to prevent prompt injection in customer facing chatbots built with OpenAI APIs.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for the best security tools to prevent prompt injection in customer facing chatbots built with OpenAI APIs.
3 real searches · 1 real-search pass
prompt injection protection tools for OpenAI API customer-facing chatbots 2026 Lakera Guardrail Guardrails AI Prompt Security documentationGoogle ↗
OBSERVEDInstruction
OpenAI API prompt injection best practices tool calling untrusted input safety documentationGoogle ↗
OBSERVEDInstruction
Microsoft Prompt Shields indirect prompt injection documentation 2026Google ↗
OBSERVEDReason
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.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
prompt injection protection tools for OpenAI API customer-facing chatbots 2026 Lakera Guardrail Guardrails AI Prompt Security documentation Google ↗
OpenAI API prompt injection best practices tool calling untrusted input safety documentation Google ↗
Microsoft Prompt Shields indirect prompt injection documentation 2026 Google ↗
- Safety in building agents · developers.openai.com
- Deep research · developers.openai.com
- LLM Prompt Injection Prevention · cheatsheetseries.owasp.org
- Lakera AI · lakera.ai
- Prompt Defense · docs.lakera.ai
- AI Guardrails · docs.lakera.ai
- Prompt Shields in Azure AI Content Safety - Azure AI services · learn.microsoft.com
- Prompt Shields in Microsoft Foundry - Microsoft Foundry · learn.microsoft.com
- Arcjet docs · docs.arcjet.com
- arcjet-docs/src/content/docs/prompt-injection/index.mdx at main · arcjet/arcjet-docs · github.com
- About Arcjet · arcjet.com
- Get started with AI Guardrails · docs.aisecurity.f5.com
- GitHub repository · github.com
- OpenAI Guardrails · guardrails.openai.com
- Best Tool to Detect and Block Prompt Injection in Production · arcjet.com
- Safety best practices · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
prompt injection protection tools for OpenAI API customer-facing chatbots 2026 Lakera Guardrail Guardrails AI Prompt Security documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
OpenAI API prompt injection best practices tool calling untrusted input safety documentation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Microsoft Prompt Shields indirect prompt injection documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |