AI Chatbot Hallucinations: Understanding and Mitigating Risks
Imagine asking a chatbot for help, only to find that its answer is inaccurate, even fabricated. This isn’t just a...
The most robust guardrails for your AI Agents.
Protecting your AI agents from bad inputs,
and your users from bad responses.
Trusted by
AI facing real users can lead to surprising behaviors, occasionally causing embarrassing mistakes. Aporia's extensive guardrails platform ensures proper handling of every edge case, delivering reliable performance for the end user.
Cross the AI ChasmHallucinations
Incorrect facts
Irresponsible Commitments
Financial advice
Sensitive Information Leakage
Profanity & Toxicity
And more..
Protect your AI agents from the latest attack vectors, including prompt leakage, jailbreaks, and emerging threats. Aporia's detection engine, powered by Aporia Labs, is based on proprietary and ongoing cybersecurity and AI research.
AI SecurityPrompt Injection Prevention
SQL Security Enforcement
Prompt leakage prevention
Data Leakage Prevention
Improve user trust by mitigating incorrect facts, nonsensical responses, enforcing behavioural policies and semantically incorrect LLM-generated SQL queries.
Start mitigatingAI hallucinations
Company Policy
Off -Topic discussions
Profanity & Toxicity
And more…
Easily enforce custom company guidelines or specific use-case needs with Aporia's Custom Policy Builder. Draft your policy in free text, test it, and apply it to your AI application in minutes.
Average latency
Of issues are detected and mitigated before impacting your users.
Safeguarded conversations
With Aporia’s detection engine you’ll always have the latest safeguards against security and reliability vulnerabilities. This means you can focus on making great AI agents, without the hassle of building new policies every week.
Docsself._client = openai.OpenAI(
api_key = "openai-api-key"
base_url="aporia-guardrails-endpoint"
)
import requests
response = requests.post(
f"{GUARDRAILS_ENDPOINT}/validate",
json={
"messages": [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "hello world!"},
],
"response": "Hi! How can I help you?",
},
)
# response = {"action": "block", "revised_response": "Blocked due to off-topic response"}
response = await fetch(`${GUARDRAILS_ENDPOINT}/validate`, {
method: "POST",
headers: {
"Content-Type": "application/json",
},
body: JSON.stringify({
messages: [
{ role: "system", content: "You are a helpful assistant." },
{ role: "user", content: "hello world!" },
],
response: "Hi! How can I help you?",
}),
});
response = await response.json();
// response = {"action": "block", "revised_response": "Blocked due to off-topic response"}
Either call our REST API or just change your your base URL to an OpenAI-compatible proxy.
Whether you are using GPT-X, Claude, Bard, LLaMA or your own LLM, Aporia is designed to fit seamlessly into your current setup.
• RAG chatbot
• Text-to-SQL
• Structured data extraction
• Data enrichment
• Summarization
New apps gain automatic guardrails and policy customization via the centralized AI gateway.
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