In Development
OpenClaw Optimization Strategy
Benchmark dashboard + optimization suite
Compare every OpenClaw-supported model on real-world tasks, then apply proven optimizations to maximize quality and minimize cost.
Two Core Components
The Optimization Strategy combines public benchmark data with a hands-on optimization suite — giving you both the what and the how.
LLM Benchmark Dashboard
Public comparison data to help you choose the right LLM. See quality scores, speed metrics, cost per task, and use-case winners across every model OpenClaw supports.
View BenchmarksOptimization Suite
Proven performance improvements with before/after data. See exactly which optimizations we applied and the measurable gains — quality up, cost down, efficiency up.
Optimization ResultsLLM Benchmark Dashboard
Comparative performance data across all OpenClaw-supported models. Find the best model for your use case — whether you need raw quality, speed, cost efficiency, or a balanced option.
| Model | Quality | Speed | $/Task | Best For |
|---|---|---|---|---|
| GPT-5.3-Codex | 95/100 | Fast | $0.12 | Code review |
| Claude Opus 4.6 | 92/100 | Slow | $0.15 | Security |
| GLM-5 | 88/100 | Fast | $0.04 | General |
| MiniMax M2.5 | 85/100 | Medium | $0.06 | Balanced |
| Grok-4 | 87/100 | Fast | $0.08 | Reasoning |
Example data — live dashboard will update continuously with real evaluation results.
Optimization Suite
Proven performance improvements backed by data. We show exactly what we optimized, the before/after results, and the cost savings — so you can reproduce the gains.
Case Study: GLM-5 Optimization Results
Before
After
Optimizations Applied
Key Features
Everything you need to benchmark models and optimize performance.
Live Benchmark Dashboard
Public comparison data across all OpenClaw-supported models — quality, speed, cost, and use-case winners.
Optimization Playbooks
Reproducible optimization recipes: prompting, context tuning, parameter calibration, and fallback chains.
Real-World Task Evaluation
Benchmark on tasks that matter — your actual workflows, not synthetic benchmarks.
ROI & Cost Savings
Before/after cost analysis with measurable savings. Know exactly what each optimization is worth.
Latency Profiling
Measure time-to-first-token and total completion time across providers and configurations.
Trend Tracking
Monitor how model performance changes over time as providers ship updates and we refine optimizations.
In Development
The Optimization Strategy — benchmark dashboard and optimization suite — is currently in development and will launch alongside VelvetGlove. Follow our progress on GitHub.