Recommendations
R1 — Rule-basedDeterministic recommendations derived from FinOps analysis. AI reasoning layer comes in Release 2.
Release 2 Preview
These recommendations are currently rule-based (deterministic). In Release 2, a multi-agent AI reasoning layer will enrich each recommendation with contextual analysis, benchmark comparisons, and natural-language explanations.
Replace GPT-4 Turbo with GPT-4o
Engineering team spends $208/mo on GPT-4 Turbo. GPT-4o offers comparable quality at 50% lower cost. Migrate non-latency-critical workloads first.
AI insight: available in R2
Reduce concentration in MS Copilot
83% of spend is concentrated in MS Copilot. Consider migrating suitable workloads to equivalent models to reduce vendor lock-in and unlock negotiation leverage.
AI insight: available in R2
Audit Microsoft Copilot seat utilization
$4,170/mo on Copilot seats. Industry benchmarks show 15–25% of seats are underutilized. Review active users and reclaim unused licenses.
AI insight: available in R2