reasoning benchmark
Management Consulting Tasks (Internal) Leaderboard
Management Consulting Tasks is an internal OpenAI evaluation of long-horizon professional knowledge work drawn from management-consulting workflows.
Updated Sep 5, 2026
Models3
Model coverage3
MetricScore
EvidenceB
Management Consulting Tasks (Internal) Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelOP | Score43.20% | Percentile100.00% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelOP | Score37.20% | Percentile50.00% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelOP | Score35.40% | Percentile0.00% | Participants3 | EvidenceC | Evaluated |
Management Consulting Tasks (Internal) Highlights
The leading models and scores on this benchmark.
Management Consulting Tasks (Internal) Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for Management Consulting Tasks (Internal)
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is Management Consulting Tasks (Internal)?
What Management Consulting Tasks (Internal) measures and how its scores work.
Management Consulting Tasks is a benchmark for evaluating models on management-consulting workflows.
It measures whether models produce correct, decision-ready analyses, reported as a Score ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Management Consulting Tasks (Internal)
- 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 Management Consulting Tasks (Internal).
Which model scores highest on Management Consulting Tasks (Internal)?
GPT-5.6 Sol is currently ranked first with 43.20%.
What are the top three models on Management Consulting Tasks (Internal)?
The current leaders are GPT-5.6 Sol (43.20%), GPT-5.6 Terra (37.20%), and GPT-5.6 Luna (35.40%).
Which Management Consulting Tasks (Internal) model has the lowest official input price?
GPT-5.6 Luna has the lowest matched official input price at $0.20 input / $1.2 output per 1M tokens.
Which models are fastest among Management Consulting Tasks (Internal) results?
The fastest matched records are GPT-5.6 Terra (99.35 tok/s via OpenAI), GPT-5.6 Luna (41.87 tok/s via OpenAI), and GPT-5.6 Sol (2.36 tok/s via OpenAI).
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.