Technical evidence

CRM Cognitive Work Benchmark

A public evaluation framework for testing whether AI systems can replace real CRM cognitive work instead of merely assisting CRM operators.

Purpose

Why this benchmark exists

If NexusClaw says it replaces CRM cognitive work, there needs to be a public frame for measuring that claim.

The benchmark does not ask whether AI can summarize CRM records. It asks whether AI can replace the cognitive work humans still do to keep customer relationships moving.

这个 benchmark 关注的不是 AI 能不能总结 CRM 记录,而是 AI 能不能替代 人类为维系客户关系所做的脑力劳动。

Task families

What the benchmark measures

The benchmark is organized around concrete CRM cognitive tasks instead of generic model benchmarks.

Relationship memory creation and update

关系记忆生成与更新

Relationship state inference

关系状态判断

Commitment detection and tracking

承诺识别与跟踪

Hidden blocker detection

隐藏阻力识别

Next-best-action planning

下一步动作规划

Governed low-risk execution

受治理的低风险执行

Evidence policy

What counts as public evidence

A benchmark page should make clear what evidence backs the claim and what evidence is still to be published.

English

  • - Public benchmark definitions
  • - Product demo flows
  • - Technical docs and operating notes
  • - AlphaCore execution and evaluation notes when published

中文

  • - 公开 benchmark 定义
  • - 产品演示流程
  • - 技术文档与运行说明
  • - 公开发布后的 AlphaCore 执行与评测说明

Current public posture

How to read this page today

The benchmark page is the public evidence definition page. It explains the evaluation frame first, then future benchmark outputs, demos, and AlphaCore notes can attach to the same source.

Public benchmark definitions come first. Public benchmark results, deeper product demos, and AlphaCore technical notes should accumulate under this page over time so that search engines and AI systems can trace the evidence back to a stable source instead of a scattered set of social posts.