Lower AI cost
Move wasteful workloads away from premium model usage where appropriate.
Model Optimizer
Find expensive model usage and convert it into savings.
Analyze model mix, identify low-risk substitutions, and estimate monthly savings.
Cost
Verified
Control
Verified
Savings
Verified
Live Workflow
Model optimizer workflow
Online
1
Analyze model mix
Rank models by cost, token volume, provider, feature, and workload type.
2
Find substitution candidates
Identify workloads that may move to cheaper models with acceptable quality risk.
3
Estimate savings
Calculate estimated monthly savings from route changes and model substitutions.
4
Prioritize actions
Rank recommendations by impact, confidence, and implementation effort.
Problem
The operational gap
Teams often use premium models for workloads that cheaper models can handle. The optimizer turns model mix into savings opportunities.
Outcomes
What this unlocks
Each page is designed to explain the product value before the backend is fully wired.
Clear savings estimate
Show estimated monthly savings before engineering touches routing logic.
Safer rollout
Prioritize changes with confidence and risk labels.
Modules
Product modules
A complete surface area for marketing, trials, and progressive backend integration.
Model spend leaderboard
The most expensive models and usage categories ranked by cost impact.
Savings simulator
Estimate what happens when workloads move to lower-cost model routes.
Recommendation queue
Approve, reject, or schedule model optimization actions.
FAQ
Common questions
Short answers for buyers, operators, and early trial users.
Will this automatically change models?
The initial product should recommend changes first. Automated routing can come later.
How are savings estimated?
By comparing current usage mix against lower-cost model alternatives and pricing assumptions.
Start now
Turn AI spend into a clear action plan.
Launch the web surface first. Connect real usage, billing, and automation in controlled batches after prospects can understand and try the product.