Running Arize as a service, AI Evaluation Observability

Arize Agency Implementation, Building Reliable AI Agent Services

Learn how to deliver production-grade AI agent services by mastering Arize's end-to-end tracing, automated evaluations, and monitoring. This course teaches agencies how to validate agent changes before client deployment, catch production failures early, and build repeatable processes for managing multiple AI projects at scale.

Open the decision record for Arize

What does running Arize for clients commit you to?

Published figures for this service. Blank fields are not published.

Monthly tool cost
$149/mo (Arize Team tier) + client-specific cloud costs
Time to first value
Medium setup (within a week to first value)
Payback
Break-even within 2 months with 2 clients at $597/mo each ($1,194/mo vs $149/mo tool cost)
Guided implementation
8 hours

Is Arize worth running as a client service?

Arize is a strong niche tool for agencies serving AI agent builders. The lack of white-label and multi-client features means it's best as a value-add service rather than a standalone product.

An agency-fit judgement for reselling this service. It is separate from the tool description on the decision record.

Before you start

What has to be in place before the first client engagement.

Tools and subscriptions

  • Arize AX account (Team tier at $149/mo)
  • OpenInference SDK for instrumentation
  • Access to client's LLM API keys (OpenAI, Anthropic, etc.)
  • Cloud data warehouse (BigQuery, Databricks, or Snowflake)

People and inputs

  • AI engineering expertise (consultant-level knowledge of LLMs and agent frameworks)
  • Evaluation rubric definition templates for span/trace/session evals

Included with the course

6 working documents for delivering this service.

  • AI Agent Delivery Checklist - Pre-Launch Validationchecklist
  • Arize Evaluation Suite Template - Testing Agent Improvementstemplate
  • Production Monitoring SOP - Catching Agent Degradationsop
  • Multi-Client Agent Trace Management Worksheetworksheet
  • LangChain to Arize Integration Guide - Native Setupguide
  • Client Handoff Report Template - Evaluation Resultstemplate

Listed by name. These documents are not yet published as individual downloads.