What is the savings matrix?
Cross-product of enterprise workloads and model tiers with estimated compliant savings versus default routing — subject to your eval suite.
330 use-case×model combinations in Phase 2.
o10Last updated 2026-06-09
Workload savings matrix
Use case × model pages estimate compliant savings at your quality floor — not industry averages.
Savings pages estimate compliant routing savings per workload and model tier — always verify in shadow mode on your traffic.
Dashboards observe.
o10 enforces.
o10 enforces.
Every page in this index follows the same structure as the home site — answer-first, passage blocks, operational steps, and expanded FAQs.
Start hereQuick overview
How to use this index
Why workload × model pages?
Finance and platform teams search by workload and model. Dedicated pages show volume, current rate, routed rate, and compliant savings at your quality floor.
Each page includes methodology and shadow-mode guidance.
How are savings calculated?
Volume × (current $/1M − routed $/1M) at the use-case quality floor. Shadow mode verifies on your traffic before enforce mode.
Benchmarks from State of Inference Spend 2026.
Matrix330 combinations
Support Assistant
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
RAG Summarization
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
Code Assistant
claude 3 5 haiku
Up to 99% · strict floor
claude 3 5 sonnet
Up to 77% · strict floor
claude 3 7 sonnet
Up to 76% · strict floor
claude 3 opus
Up to 23% · strict floor
codestral
Up to 98% · strict floor
deepseek r1
Up to 99% · strict floor
gemini 1 5 flash
Up to 99% · strict floor
gemini 1 5 pro
Up to 91% · strict floor
Batch Classification
claude 3 5 haiku
Up to 77% · lean floor
claude 3 5 sonnet
Evaluate in shadow · lean floor
claude 3 7 sonnet
Evaluate in shadow · lean floor
claude 3 opus
Evaluate in shadow · lean floor
codestral
Up to 62% · lean floor
deepseek r1
Up to 90% · lean floor
gemini 1 5 flash
Up to 85% · lean floor
gemini 1 5 pro
Evaluate in shadow · lean floor
Fraud Detection
claude 3 5 haiku
Up to 96% · strict floor
claude 3 5 sonnet
Up to 23% · strict floor
claude 3 7 sonnet
Up to 20% · strict floor
claude 3 opus
Evaluate in shadow · strict floor
codestral
Up to 93% · strict floor
deepseek r1
Up to 98% · strict floor
gemini 1 5 flash
Up to 97% · strict floor
gemini 1 5 pro
Up to 70% · strict floor
Clinical Summarization
claude 3 5 haiku
Up to 96% · strict floor
claude 3 5 sonnet
Up to 23% · strict floor
claude 3 7 sonnet
Up to 20% · strict floor
claude 3 opus
Evaluate in shadow · strict floor
codestral
Up to 93% · strict floor
deepseek r1
Up to 98% · strict floor
gemini 1 5 flash
Up to 97% · strict floor
gemini 1 5 pro
Up to 70% · strict floor
Knowledge Search
claude 3 5 haiku
Up to 77% · lean floor
claude 3 5 sonnet
Evaluate in shadow · lean floor
claude 3 7 sonnet
Evaluate in shadow · lean floor
claude 3 opus
Evaluate in shadow · lean floor
codestral
Up to 62% · lean floor
deepseek r1
Up to 90% · lean floor
gemini 1 5 flash
Up to 85% · lean floor
gemini 1 5 pro
Evaluate in shadow · lean floor
AI Agents
claude 3 5 haiku
Up to 99% · balanced floor
claude 3 5 sonnet
Up to 77% · balanced floor
claude 3 7 sonnet
Up to 76% · balanced floor
claude 3 opus
Up to 23% · balanced floor
codestral
Up to 98% · balanced floor
deepseek r1
Up to 99% · balanced floor
gemini 1 5 flash
Up to 99% · balanced floor
gemini 1 5 pro
Up to 91% · balanced floor
Real-Time Classification
claude 3 5 haiku
Up to 96% · lean floor
claude 3 5 sonnet
Up to 23% · lean floor
claude 3 7 sonnet
Up to 20% · lean floor
claude 3 opus
Evaluate in shadow · lean floor
codestral
Up to 93% · lean floor
deepseek r1
Up to 98% · lean floor
gemini 1 5 flash
Up to 97% · lean floor
gemini 1 5 pro
Up to 70% · lean floor
Document Summarization
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
Translation
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
Data Extraction
claude 3 5 haiku
Up to 96% · lean floor
claude 3 5 sonnet
Up to 23% · lean floor
claude 3 7 sonnet
Up to 20% · lean floor
claude 3 opus
Evaluate in shadow · lean floor
codestral
Up to 93% · lean floor
deepseek r1
Up to 98% · lean floor
gemini 1 5 flash
Up to 97% · lean floor
gemini 1 5 pro
Up to 70% · lean floor
Content Moderation
claude 3 5 haiku
Up to 83% · lean floor
claude 3 5 sonnet
Evaluate in shadow · lean floor
claude 3 7 sonnet
Evaluate in shadow · lean floor
claude 3 opus
Evaluate in shadow · lean floor
codestral
Up to 71% · lean floor
deepseek r1
Up to 93% · lean floor
gemini 1 5 flash
Up to 88% · lean floor
gemini 1 5 pro
Evaluate in shadow · lean floor
Recommendation Copy
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
User Onboarding
claude 3 5 haiku
Up to 96% · balanced floor
claude 3 5 sonnet
Up to 23% · balanced floor
claude 3 7 sonnet
Up to 20% · balanced floor
claude 3 opus
Evaluate in shadow · balanced floor
codestral
Up to 93% · balanced floor
deepseek r1
Up to 98% · balanced floor
gemini 1 5 flash
Up to 97% · balanced floor
gemini 1 5 pro
Up to 70% · balanced floor
FAQFrequently asked questions
Common questions
How many savings pages exist?
330 combinations across 15 workloads and the full model catalog — expanding with new use cases and models.
Are savings guaranteed?
No. Estimates use June 2026 benchmarks and compliant routing assumptions. Shadow mode proves your organization's number.
What quality floor applies?
Each use case declares lean, balanced, or strict floor — matching how eval suites are tuned per workload in production.
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