Agentifact assessment — independently scored, not sponsored. Last verified Mar 6, 2026.
GAIA Benchmark
Benchmark from Meta AI and Hugging Face evaluating general-purpose AI assistant capabilities on 932 real-world tasks requiring reasoning, web browsing, multi-modal handling, and tool use across three difficulty levels. Human baseline is 92% vs ~15% for GPT-4 with plugins, making it a rigorous measure of agent capability gaps. Free and open-access with public leaderboard.
Use with care — notable gaps remain
You need to rigorously validate if your AI agent handles real-world tasks like reasoning, tool use, web browsing, and multi-modal inputs beyond toy demos.
Expect low scores (~15% for GPT-4 plugins, humans at 92%) revealing true gaps; top agents hit ~67% on validation but struggle on harder levels.
You want a single metric to track agent progress across tool-calling, multi-step reasoning, and file handling without custom evals.
Automated exact-match scoring is reliable but unforgiving; level 3 exposes massive capability jumps needed.
Agent Infra Required
Your agent must expose a standardized API with tool calling for web/bash/Docker—can't just eval raw LLMs.
Docker + Tool-Enabled Agent
Bash execution runs in Docker containers; agent needs web browsing, file handling, and multi-step reasoning capabilities.
Leaderboard Gating
Test sets have private answers to prevent scraping; repeated leaderboard subs may face scrutiny or blocks.
Trust Breakdown
What It Actually Does
GAIA Benchmark tests AI assistants on 466 real-world tasks needing reasoning, web browsing, multi-modal skills, and tool use across three difficulty levels. Humans score 92% while top AIs reach about 65%, revealing capability gaps.[1][2][3]
Benchmark from Meta AI and Hugging Face evaluating general-purpose AI assistant capabilities on 932 real-world tasks requiring reasoning, web browsing, multi-modal handling, and tool use across three difficulty levels. Human baseline is 92% vs ~15% for GPT-4 with plugins, making it a rigorous measure of agent capability gaps. Free and open-access with public leaderboard.