reasoning benchmark
APEX-Agents Leaderboard
APEX-Agents is a benchmark evaluating AI agents on long horizon professional tasks involving sustained reasoning, planning, and execution across complex multi-step workflows.
Updated Sep 5, 2026
Models9
Model coverage9
MetricScore
EvidenceB
APEX-Agents Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelXA | Score57.50% | Percentile100.00% | Participants9 | EvidenceC | Evaluated |
| Rank02 | ModelMA | Score37.60% | Percentile87.50% | Participants9 | EvidenceC | Evaluated |
| Rank03 | ModelTE | Score37.10% | Percentile75.00% | Participants9 | EvidenceC | Evaluated |
| Rank04 | ModelBY | Score33.80% | Percentile62.50% | Participants9 | EvidenceC | Evaluated |
| Rank05 | ModelGO | Score33.50% | Percentile50.00% | Participants9 | EvidenceC | Evaluated |
| Rank06 | ModelBY | Score29.20% | Percentile37.50% | Participants9 | EvidenceC | Evaluated |
| Rank07 | ModelMA | Score27.90% | Percentile25.00% | Participants9 | EvidenceC | Evaluated |
| Rank08 | ModelMI | Score27.70% | Percentile12.50% | Participants9 | EvidenceC | Evaluated |
| Rank09 | ModelTE | Score25.60% | Percentile0.00% | Participants9 | EvidenceC | Evaluated |
APEX-Agents Highlights
The leading models and scores on this benchmark.
APEX-Agents Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for APEX-Agents
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is APEX-Agents?
What APEX-Agents measures and how its scores work.
APEX-Agents is a benchmark for evaluating AI agents on long horizon professional tasks.
It measures performance on tasks requiring sustained reasoning, planning, and execution across complex multi-step workflows, reported as a Score ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- APEX-Agents
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about APEX-Agents.
Which model scores highest on APEX-Agents?
Grok 4.6 is currently ranked first with 57.50%.
What are the top three models on APEX-Agents?
The current leaders are Grok 4.6 (57.50%), Kimi K3 (37.60%), and Hy4 preview (37.10%).
Which APEX-Agents model has the lowest official input price?
MiniMax M3 has the lowest matched official input price at $0.30 input / $1.2 output per 1M tokens.
Which models are fastest among APEX-Agents results?
The fastest matched records are Grok 4.6 (132.69 tok/s via xAI), Gemini 3.1 Pro (43.79 tok/s via Google), and MiniMax M3 (6.61 tok/s via MiniMax).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.