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Powered by Payloop — LLM Cost Intelligence
B

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 74 (B) is a weighted average across 10 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 40 (C-).

Improving Migration from C- to a B would add ~1 points to your overall score.

13
5

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

5 active signals across 5 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

Agent framework detected without guardrails — unbounded token burn risk

high
2

No model routing detected — locked to a single model (40-65% savings potential with routing)

medium
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

13

Stars

5

Forks

Python

Languages

Created 3/24/2024Updated 8/20/2025
B

Overall LLM Stack Grade

Your LLM infrastructure is good

How we scored this

Your overall score of 74 (B) is a weighted average across 10 dimensions. Vendor Lock-in is your strongest area at 100 (A), while Migration is pulling the score down at 40 (C-).

Improving Migration from C- to a B would add ~1 points to your overall score.

13
5

LLM Providers

0

LLM Call Locations

0

Models Detected

0

Files Analyzed

0
0

Complexity

enterprise

5 active signals across 5 categories

Optimization Opportunities
B-
3 issues found

1

High Impact

2

Medium Impact

0

Low Impact

Top Priorities

1

Agent framework detected without guardrails — unbounded token burn risk

high
2

No model routing detected — locked to a single model (40-65% savings potential with routing)

medium
3

Vector store detected without embedding deduplication — may re-embed same content

medium
Repository Health

13

Stars

5

Forks

Python

Languages

Created 3/24/2024Updated 8/20/2025