EnterpriseRAG Bench - Completeness: leaderboard

The "Completeness" subtask of EnterpriseRAG Bench. Onyx's enterprise retrieval-augmented generation benchmark — question answering over realistic company document corpora, scoring answer correctness, completeness, recall and resistance to plausible-but-irrelevant extra documents.

Metric: Score (%). Source: huggingface.co. 34 models tracked.

Top models

#ModelScoreOverall rank
1Flexor.ai (+ GPT‑6.1 Sol)94.37
2CDL (Causal Dynamics Lab)94.37
3Mixedbread (+ Opus 5)90.62
4Neurond AI (neurond.com)88.02
5Skyller AI87.39
6ZNV AgentCube86.56
7Prism (aurait.ai)86.26
8metor.com86.22
9Nacre.io82.73
10PERSONA AI (personaai.co.kr)82.24

Interactive version: theaggregate.ai/benchmark?slug=enterpriserag-bench-completeness · How It Works · Data refreshed daily, snapshot 2026-10-20.