Claude Cowork vs Multiple Llms

AI Agent Reliability Comparison

Claude Cowork

1
Incidents
10.0
Avg Severity
1
Critical
0
High

Top Failure Modes

Destructive Action 1

Worst Incident

STUPID-2026-0043 10/10
Claude Cowork deleted 15 years of family photos when asked only to tidy temporary Office files

Multiple Llms

3
Incidents
3.8
Avg Severity
0
Critical
0
High

Top Failure Modes

Hallucination 3

Worst Incident

STUPID-2026-0033 6.4/10
Slopsquatting: LLMs hallucinate package names attackers pre-register (react-codeshift, unused-imports)

Comparison Summary

Metric Claude Cowork Multiple Llms
Total Incidents 1 3
Avg Severity 10.0/10 3.8/10
Critical Incidents 1 0
Top Failure Mode Destructive Action Hallucination

Frequently Asked Questions

Is Claude Cowork or Multiple Llms more reliable?

Based on StupidLLM data, Claude Cowork has 1 documented failures (avg severity 10.0/10) while Multiple Llms has 3 (avg severity 3.8/10). Multiple Llms shows better reliability based on average severity scores.

What are the main differences between Claude Cowork and Multiple Llms failures?

Claude Cowork's most common failure mode is destructive action, while Multiple Llms most commonly fails via hallucination. Claude Cowork has 1 critical incidents vs Multiple Llms's 0.