SD.33.01 Enterprise AI

Make Enterprise LLMs Observable

Every API call, content filter decision, and token usage becomes a queryable event. Finally understand what your LLM deployment is doing and why.

Client App
API Gateway
Content Filter
LLM Models
Event Logging
Response
Tokens Used
1,247,832
Avg Latency
142ms
Live Event Stream — Enterprise LLM Service

Enterprise LLM Pipeline

API Request
Prompt, parameters, deployment target
→
Content Filter
Input moderation & policy check
→
Model Inference
GPT-4, Claude, embeddings
→
Event Emission
Every decision logged with context

Query Enterprise LLM Events

Token usage by deployment
SELECT deployment, SUM(total_tokens)
FROM events
WHERE event_id = 'enterprise.llm.completion:1'
GROUP BY deployment
Content filter triggers
SELECT category, severity, COUNT(*)
FROM events
WHERE event_id = 'enterprise.llm.content_filtered:1'
GROUP BY category, severity
Latency percentiles
SELECT PERCENTILE(latency_ms, 0.95) as p95,
PERCENTILE(latency_ms, 0.99) as p99
FROM events
WHERE event_id = 'enterprise.llm.completion:1'
Cost attribution by team
SELECT team_tag, SUM(estimated_cost_usd)
FROM events
WHERE event_id LIKE 'enterprise.llm.%'
GROUP BY team_tag ORDER BY 2 DESC

Before & After Observable Enterprise LLMs

Without Event Model
"Why did our LLM bill spike 300%?"
Content filter blocks feel arbitrary
No idea which teams are using what
Compliance audits require manual investigation
Latency issues impossible to diagnose
With Event Model
Token usage attributed to every request
Content filter decisions fully transparent
Team-level cost allocation automatic
Automated SOC 2 / HIPAA audit reports
P95/P99 latency tracked per deployment

Why Observable Enterprise LLMs Matter

Cost Attribution
Know exactly which teams, projects, and requests are driving your LLM spend.
Content Filter Transparency
Understand exactly why content was filtered and tune policies with confidence.
Latency Monitoring
Track P50, P95, P99 latencies per deployment and identify bottlenecks instantly.
Security Audit Trail
Every prompt and response logged for security review and incident response.
Compliance Documentation
Generate audit reports for SOC 2, HIPAA, GDPR, and EU AI Act automatically.
Usage Analytics
Understand adoption patterns, peak usage times, and capacity planning needs.

Regulatory Compliance

SOC 2
Type II certified
FedRAMP
Government cloud
HIPAA
Healthcare data
GDPR
EU data protection
EU AI Act
High-risk AI systems
ISO 27001
InfoSec management

Make Your Enterprise LLMs Observable

Every API call, every token, every content decision — queryable, auditable, optimizable.

Explore the Standard View All Use Cases