Request Tagging Schema
Gateway configuration with team, service, feature, and model metadata for every LLM API call.
Templates
Starter operating artifacts for making TokenOps repeatable. Each template is ready to download and customize.
Monthly Cost Review Agenda
60-minute meeting template covering metrics review, optimization progress, budget forecast, and priorities.
Model Selection Matrix
Task-to-model mapping with quality thresholds, cheaper alternatives, and A/B testing steps.
Architecture Decision Record
Cost analysis, unit economics, optimization roadmap, and risk assessment for new AI features.
Prompt Optimization Checklist
12-item checklist for compression, format constraints, validation, and operations before deploying prompts.
Budget Guardrails Config
Soft alerts, hard limits, exception processes, and escalation paths for token budget enforcement.
Instrumentation Checklist
Pre-production checklist for tagging, cost tracking, governance, and operational readiness.
Database Schema (SQL)
PostgreSQL / Supabase migration for LLM usage logging with teams, usage logs, and budget tables.