Logistics

Internal Operations Support for a mid-to-large regional logistics company: shipment tracking, equipment/maintenance requests, safety incidents, and HR inquiries.

154

Test cases

26

Agent tools

Domain agentic intelligence index

We test models on private, non-contaminated tasks.
Here's what we found.

Composite pass^5 score (%)
Last updated: April 6
Composite pass^5 score (%)
Last updated: April 6

Composite pass^5 score across Tool use evaluations (higher is better).
Error bars show 95% confidence intervals.

Scaling curves

K = 1…5 runs

pass^k — Consistency

% tasks passed in every one of k runs.

0%15%30%45%60%75%90%k=1k=2k=3k=4k=5
GPT-5.4
Sonnet 4.6
Gemini 3 Flash
Minimax
Kimi K2.5
0%15%30%45%60%75%90%k=1k=2k=3k=4k=5
GPT-5.4
Sonnet 4.6
Gemini 3 Flash
Minimax
Kimi K2.5

Task difficulty distribution

Tasks bucketed by aggregate success rate

Buckets show difficulty tiers based on aggregate of models results.

100%

1 of 154 tasks (1%)

1

75%+

1 of 154 tasks (1%)

1

50%+

54 of 154 tasks (35%)

54

25%+

94 of 154 tasks (61%)

94

0%

4 of 154 tasks (3%)

4

Example task

User Request

Correct Agent Solution

What Is Tested

Trusted by Leading AI Teams

Bank - internal HR dataset available for purchase