Make LLM Inference Explainable
Every token generation, every context retrieval, every safety filter — observable, queryable, and auditable. Finally answer: "Why did the model say that?"
Live Event Stream — LLM Inference Engine
Tokens Processed
Avg Latency
Safety Filters
Hallucinations Caught
Inference Pipeline — Fully Observable
Prompt
User input received
llm.prompt.received:1
Retrieval
Context fetched
llm.context.retrieved:1
Inference
Tokens generated
llm.inference.completed:1
Safety
Filters applied
llm.safety.checked:1
Output
Response delivered
llm.response.sent:1
Query Any LLM Decision
Why did the model say that?
Trace the exact reasoning path for any response
FROM events
WHERE event_id = 'llm.inference.completed:1'
AND conversation_id = 'conv_abc123'
Was this a hallucination?
Check if the response was flagged for factual issues
FROM events
WHERE event_id LIKE 'llm.hallucination.%'
AND response_id = 'resp_xyz789'
What context was used?
Review all retrieved documents that informed the response
FROM events
WHERE event_id = 'llm.context.retrieved:1'
AND trace_id = 'trace_456'
Why was this filtered?
Understand exactly why safety filters were triggered
FROM events
WHERE event_id = 'llm.safety.filtered:1'
AND request_id = 'req_def456'
Before vs. After Event Model
Before: Black Box LLM
After: Observable LLM
Why Observable LLMs Win
Hallucination Detection
Catch factual errors in real-time. Every claim traced to source documents or flagged as unsupported.
Training Data Provenance
Know exactly what data influenced each response. Critical for IP compliance and bias detection.
Safety Filter Transparency
Understand exactly why content was filtered. Tune policies with confidence, not guesswork.
Context Window Visibility
See exactly what context the model used. Debug retrieval issues and optimize prompts.
Attention Analysis
Understand which parts of the input drove the output. Explain model reasoning to stakeholders.
Regulatory Reporting
Generate EU AI Act transparency reports automatically. Every decision backed by evidence.
Built for High-Risk AI Compliance
Ready to Make Your LLM Explainable?
Join AI labs building trustworthy models through observable inference. Start with the Event Model today.