AEC-Bench (Nomic Tools) - Drawing Navigation: leaderboard

Metric: Mean reward (0-100) from the task verifier on the 12 drawing-navigation instances (locating the right file, sheet and detail for a query) built from real public-sector construction documents, one trial per instance, where the agent runs in its coding-agent harness (Codex for GPT, Claude Code for Claude) augmented with Nomic Parse and Nomic Embeddings structured drawing representations; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.4100#76
2Claude Opus 4.6100#60
3Claude Sonnet 4.691.7#85
4GPT-5.283.3#105

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=aec-bench-nomic-tools-drawing-navigation · How It Works · Data refreshed daily, snapshot 2026-10-11.