Interactive Demos

Live Demonstrations

Interactive demonstrations of production AI patterns. Each demo connects to real backend services.

AI Knowledge Retrieval (RAG System)

Evidence-based answers with citations and strict refusal when uncertain.

Vector search with ChromaDB
Answers with source citations
Strict mode for safety
Confidence scoring

LLM Evaluation & Regression Testing

Automated quality gates for LLM outputs in CI/CD pipelines.

JSON schema validation
Citation detection
Consistency testing
Regression detection

Secure AI Gateway

PII redaction, prompt injection defense, rate limiting, and cost tracking.

Rate limiting feedback
PII auto-redaction
Injection detection
Cost estimation

AI Incident Investigation

Timeline reconstruction and root-cause analysis with evidence and human feedback.

Timeline reconstruction
Evidence-based hypotheses
Strict mode refusal
Human feedback support

AI-Assisted DevOps Risk Analysis

Pre-deployment risk scoring, rollout recommendations, and change impact analysis.

Risk scoring
Historical comparison
Rollout recommendations
Incident integration

AI Solution Architecture Review

Architecture recommendations with tradeoffs — including when AI should NOT be used.

RAG vs Fine-tuning vs Rules
Constraint analysis
Strict refusal mode
Human feedback

All demos are connected to live backend services. Try them out!