Input Shielding
Detect and mitigate risky prompts before they reach the model.
- Prompt injection detection and blocking
- Harmful content classifier with thresholds
- PII redaction via spaCy NER
Guardial Workbench
A unified dashboard for real-time protection and model lifecycle management.
Test the real-time Shield for prompt injection, PII redaction, and harmful content detection.
Ensure model outputs are grounded in your provided knowledge base.
1. Upload Dataset
2. Query Model
Fine-tune a base model on your own dataset.
1. Configure & Upload
Remove specific information from a model without full retraining.
1. Configure & Upload
Enterprise Ready
Enterprise-Grade AI Safety
Comprehensive protection and compliance in one unified platform
96x
Faster Unlearning
30 minutes vs 14 hours full retraining
94-96%
Retain Accuracy
Model preserves unaffected knowledge
ISR 0.70
Hallucination Control
Configurable confidence threshold
<1s
Real-Time Shield
Minimal latency overhead
GDPR & CCPA Compliant
Full Audit Trails
Right to be Forgotten
PII Redaction
Model Versioning
Enterprise SSO
GDPR & CCPA Compliant
Full Audit Trails
Right to be Forgotten
PII Redaction
Model Versioning
Enterprise SSO
How Guardial Works
Your journey from raw prompt to safe response in four simple steps.
Submit a Prompt
Send your request to Guardial via the demo UI or API.
Step • StartInput Shielding
Detect injection attempts and harmful intent; redact PII before it reaches the model.
Pre‑modelLLM Generation
Forward the shielded prompt to the model (Gemini) for fast, high‑quality output.
ModelOutput Screening & Logs
Screen responses for safety and PII; redact or block if needed and emit structured logs.
Post‑modelWhy Enterprise AI Safety Matters
Critical challenges facing organizations deploying AI—from security threats to compliance requirements.
Prompt Injection & Exfiltration
Adversaries coerce the model to reveal hidden system prompts, tool secrets, or sensitive retrievals from connected data sources.
High riskBreakout attempts
Sensitive Data Leakage
PII, secrets, and regulated data can appear in prompts and responses. Apps need automatic detection and redaction before it leaves the boundary.
SevereData exposure
Harmful or Non‑Compliant Output
Toxic, unsafe, or policy-violating generations degrade trust and may breach compliance. Responses should be screened before delivery.
FrequentPolicy violations
Complete AI Safety & Compliance Suite
Four powerful modules working together—from real-time protection to enterprise compliance.
Output Screening
Ensure responses stay safe and compliant before users see them.
- Post-generation harmful content screen
- PII redaction in responses
- Block-and-log policy violations
Policy & Controls
Tune guardrails without redeploying code.
- JSON policy for enabling modules
- Adjust thresholds and entities
- Feature flags for response screening
Observability
See what’s happening and why decisions were made.
- Structured JSON event logging
- Policy and events API endpoints
- Block/allow/redact rationales
LLM Unlearning ⚡ NEW
Remove specific information from trained models in 30-40 minutes—no full retraining needed.
- 96x faster than retraining (30 min vs 14 hours)
- LoRA adapter technique with frozen layers
- 94-96% retain accuracy, 88-93% forget accuracy
- GDPR "right to be forgotten" compliance
- Multi-prompt robustness validation
Hallucination Auditor 🛡️ NEW
Ensure model outputs are grounded in your knowledge base with ISR threshold validation.
- ISR scoring: 0-1 confidence scale
- Configurable threshold (default 0.70)
- Vector DB with semantic search (ChromaDB)
- Block queries outside dataset scope
- 5 confidence levels with explanations
Model Forge 🔨 NEW
Fine-tune base models on your proprietary data with comprehensive tracking.
- Customizable epochs & learning rates
- Real-time loss curve visualization
- Model metadata & version tracking
- Seamless pipeline to unlearning
- Mixed precision training (FP16)
Enterprise Integration
Production-ready deployment and integration capabilities.
- Cloud Run ready (Buildpacks + Procfile)
- Secret Manager integration
- RESTful API for all features
- GDPR & CCPA compliance tools
- Minimal latency overhead (<1s)
Ready for Enterprise AI Safety?
Complete platform combining real-time protection, GDPR compliance, and model lifecycle management—all in one unified toolkit.