TIER 01Attribution● LIVETIER 02Governance● LIVETIER 04Quality● LIVETIER 05ROI● LIVETIER 06Opportunities● LIVETIER 08Findings● LIVE
OpportunitiesAutomation candidates · model routing
Agent Candidates
—templates
none yet
Routing Savings (est)
—coming soon
counterfactual pricing engine — Phase 1
Top Tools
—tools
requires auto-tools tag from ingestion
Agent Candidacy — Recurring Prompt Templates
Templates appearing ≥5 times in the selected window. High repetition score (requests ÷ distinct users) signals automation potential. Requires auto-template-hash from the ingestion worker.
Model Routing Recommendations

SOON Counterfactual-cost engine plus quality-equivalence heuristic land in the next Findings build phase.

Output will surface as concrete actions: “switch X% of code-gen + short-prompt traffic from Opus to Haiku, est. $Y/mo savings.” See BUILD_PROFILE_CIO_FINDINGS.md for the build plan.

Tools Mentioned Most — Agentic Opportunities
External tools, CLIs, and SaaS products extracted from large-context prompts org-wide. High-frequency mentions are candidates for an MCP-server integration so an agent can call the tool directly instead of a user pasting context in. Requires auto-tools from the ingestion worker.