Cognitive Meridian

AI observability

Understand what your AI application is doing.

Monitor requests, traces, latency, token usage, and costs in one place.

Instrument once. See everything.

Aetherion collects a trace for every model call your application makes. Install the SDK, point it at a project, and requests start appearing with their provider, model, token usage, latency and estimated cost — no gateway, no proxy, no changes to how you call your providers.

app.py
import meridian_ai

meridian = meridian_ai.MeridianAI()

# your existing AI calls are traced
response = client.chat.completions.create(...)

Capabilities

Traces

Every model call captured as a structured trace with provider, model and status.

Latency

See how long each request takes so slow paths surface before your users find them.

Token usage

Input, output and total tokens per request, project and model.

Costs

Estimated spend broken down by project and provider, updated as traces arrive.

Start monitoring your AI application

Create a project, complete SDK onboarding, and receive your first trace.