memory benchmark
Cohere Memory Usage Quality Leaderboard
Cohere's internal North evaluation for measuring how well an agent uses information from North's memory system across sessions. Scores are reported with LLM-as-a-judge techniques.
Updated Aug 17, 2026
Models1
Model coverage1
MetricScore
EvidenceB
Cohere Memory Usage Quality Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelCO | Score54.0% | Percentile100.0% | Participants1 | EvidenceC | Evaluated |
Cohere Memory Usage Quality Highlights
The leading models and scores on this benchmark.
The Top AI Models for Cohere Memory Usage Quality
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis cohere memory usage quality AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01COCommand A+Cohere
- Score
- 54.0%
- Price
- $2.5 input / $10 output per 1M tokens
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures Cohere Memory Usage Quality, not total model capability
Selection summary
Best AI Models for Cohere Memory Usage Quality
Command A+ currently leads Cohere Memory Usage Quality with 54.0%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is Cohere Memory Usage Quality?
What Cohere Memory Usage Quality measures and how its scores work.
Cohere's internal North evaluation for measuring how well an agent uses information from North's memory system across sessions. Scores are reported with LLM-as-a-judge techniques.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Cohere Memory Usage Quality
- Modality
- text
- Primary category
- memory
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- cohere-memory-usage-quality|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Cohere Memory Usage Quality.
Which model scores highest on Cohere Memory Usage Quality?
Command A+ is currently ranked first with 54.0%.
What does Cohere Memory Usage Quality measure?
Cohere's internal North evaluation for measuring how well an agent uses information from North's memory system across sessions. Scores are reported with LLM-as-a-judge techniques.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
1 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.