Guardrail Type | Purpose | Key Features | Government Use Case |
---|---|---|---|
Content Guardrails | Ensures outputs are professional, relevant, and free from toxicity. | Content filtering, tone calibration, topic restriction. | A chatbot restricts discussions to public service topics while blocking offensive language. |
Safety Guardrails | Prevents misinformation, hallucinations, and unsafe outputs. | Prompt validation, output verification, operational safety. | A disaster response system validates evacuation plans for accuracy and compliance with protocols. |
Compliance Guardrails | Ensures adherence to legal, regulatory, and privacy standards. | PII redaction, policy enforcement, access control. | A taxation assistant ensures responses comply with privacy laws like CCPA and GDPR. |
Bias Mitigation Guardrails | Promotes fairness and inclusivity by addressing bias in outputs. | Bias detection, fairness algorithms, performance monitoring. | A resource allocation system corrects biases to ensure fair distribution of housing resources across diverse communities. |
Domain-Specific Guardrails | Tailors AI outputs to meet the unique requirements of specific industries or functions. | Contextual validation, custom policies, multi-agent collaboration. | A healthcare AI assistant validates medical recommendations against approved clinical guidelines, ensuring alignment with government healthcare policies. |
Data Type | Challenges Addressed | Guardrail Solutions | Government Use Case |
---|---|---|---|
Text | PII leakage, toxic outputs, off-topic responses | PII redaction, content filtering, compliance validation | Taxation assistant ensuring accurate and secure citizen communication. |
Numerical/Tabular | Inaccuracies, bias, data leakage | Accuracy validation, bias detection, encryption | Budget planning tool validating fiscal allocations. |
Image | Misinterpretation, sensitive data exposure | Content moderation, privacy safeguards, contextual validation | Disaster management analyzing flood imagery while protecting sensitive information. |
Audio | Toxic language, privacy violations, miscommunication | Tone moderation, PII filtering, content filtering | Emergency hotline AI providing empathetic and accurate responses. |
Multimodal | Data misalignment, privacy risks, inaccuracies | Cross-validation, PII redaction, accuracy verification | Telehealth AI ensuring consistency between audio consultations and text-based treatment summaries. |
src/
, image/
, style/
).pip install -r requirements.txt
)..env
file to securely store API keys and environment variables.app.py
app.py
.main.py
to execute core workflows.guardrails_ai.py
guardrails_ai.py
module.guardrails_openai.py
guardrails_openai.py
.guardrails_Nvidia.py
guardrails_Nvidia.py
.config.yml
and prompts.yml
.main.py
main.py
.guardrails_ai.py
and utilities.py
to process input and generate output.utilities.py
utilities.py
.app.py
file to start the application.