Fastalytics
AI coding leaderboard and metric inventory
This page shows the current coding leaderboard derived from Artificial Analysis and a separate inventory of other developer-relevant metrics that could be added to the site.
Leaderboard
Current coding leaderboard
Rankings use the Artificial Analysis coding index. Supporting fields are included only when present in the current dataset.
Inventory
Additional developer-relevant metrics
Inventory based on public Artificial Analysis evaluation pages, performance methodology, and the current Fastalytics API model. Each item is labeled by priority, likely implementation effort, and current availability in this codebase.
Coding, intelligence, LiveCodeBench, SciCode, blended price, output speed, time to first token, and context window.
Input price, output price, time to first answer token, max output tokens, and release date are already typed locally but not shown in the UI.
Agent benchmarks, long-context evaluations, and workload-specific performance cuts are not represented in the current leaderboard payload.
These items have the best ratio of developer relevance to implementation cost based on the current codebase and the public Artificial Analysis materials reviewed for this inventory.
The most directly useful evaluations for developers choosing models for coding, tool use, long-context work, and agentic execution.
| Metric | What it measures | Why developers care | Priority | Effort | Status |
|---|---|---|---|---|---|
| Artificial Analysis Coding Index | Artificial Analysis' aggregate coding ranking. | Best single headline score for code-heavy model selection. | High | Low | Live now |
| LiveCodeBench | Fresh competitive-programming code generation and repair tasks. | Strong proxy for solving unseen coding problems under execution-based checks. | High | Low | Live now |
| SciCode | Scientist-curated coding tasks from real lab workflows. | Useful for research, data, and numerics-heavy coding workflows. | High | Low | Live now |
| Terminal-Bench Hard | Agentic work in terminal environments across engineering and ops tasks. | Best public signal here for tool use, shell execution, and multi-step agent work. | High | Medium | New source likely |
| GDPval-AA | Agentic task completion on real-world occupation workflows with tools. | Useful for ranking full agents, especially browsing and shell-enabled systems. | High | High | New source likely |
| IFBench | Instruction-following under diverse, verifiable constraints. | Good signal for prompt adherence, formatting fidelity, and tool-output compliance. | High | High | New source likely |
| Artificial Analysis Long Context Reasoning | Reasoning over long documents from 10k to 100k tokens. | Important for repo chat, large specs, logs, and multi-file code review. | High | High | New source likely |
| tau2-bench Telecom | Dual-control conversational task execution in support workflows. | More support-oriented, but still relevant for agent reliability in constrained workflows. | Medium | High | New source likely |