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Powered by Payloop — LLM Cost Intelligence
C

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 54 (C) is a weighted average across 16 dimensions. Cost Benchmark is your strongest area at 95 (A), while Team & Org is pulling the score down at 0 (F).

Improving Team & Org from F to a B would add ~3 points to your overall score.

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
Public API DocumentationAI Endpoints
https://BerriAI.github.io/litellm
Optimization Opportunities
C
1 issue found

1

High Impact

0

Medium Impact

0

Low Impact

Top Priorities

1

Using most expensive models without checking cheaper alternatives

high

cookbook/anthropic_agent_sdk/common.py

C

Overall LLM Stack Grade

Your LLM infrastructure is needs improvement

How we scored this

Your overall score of 54 (C) is a weighted average across 16 dimensions. Cost Benchmark is your strongest area at 95 (A), while Team & Org is pulling the score down at 0 (F).

Improving Team & Org from F to a B would add ~3 points to your overall score.

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
Public API DocumentationAI Endpoints
https://BerriAI.github.io/litellm
Optimization Opportunities
C
1 issue found

1

High Impact

0

Medium Impact

0

Low Impact

Top Priorities

1

Using most expensive models without checking cheaper alternatives

high

cookbook/anthropic_agent_sdk/common.py