一句话Computational social science-backed consulting for engineering teams navigating AI-driven cognitive challenges
定价Custom consulting engagement pricing Case study showing $10M+ research-driven sales and renewal value for clients; 25-30% measured effectiveness lift for teams investing in shared learning culture during AI adoption
适合谁['Engineering leadership', 'VP of Engineering', 'CTOs', 'Software engineering orgs undergoing AI transformation', 'Global tech brands']
核心功能AI adoption strategy with empirical research backingEvidence-based behavioral interventions reducing AI skill threat 40-50%Validated open source research instruments (100% free)Diverse developer research sampling (30%+ womennon-binarydevelopers of color)Shared learning culture design for AI transitionPeer-reviewed methodology for all consulting engagementsExpertise retention framework for junior/mid/senior developer growthMeasurable ROI tracking beyond code output metrics
核心功能模块网站展示的核心服务包括 90 分钟 Strategy Design Session、Research Partnerships、Evidence Audit、Intervention Design & Measurement Framework，以及围绕 AI Impact on Developer Learning & Expertise、Learning Culture & Developer Growth、Developer Experience、Tool & Init
套餐与定价未披露具体金额。服务以咨询/研究项目为主：Strategy Design Session 为 90 分钟并需申请；Research Partnerships 按项目范围定制；Evidence Audit 通常 3–4 周；Intervention Design & Measurement Framework 通常 6–10 周。
免费版/试用未提供 SaaS 免费版或试用信息。正文提到 100% validated research instruments 免费开源，并提供免费的 Claude Code skill“Learning-Opportunities Skill”。
第三方集成正文仅提到可在 GitHub 获取 Claude Code skill，未说明与 Slack、GitHub、Jira、Google Workspace 等企业系统集成情况。
数据安全合规正文提到研究合作通常会将匿名化发现作为开放科学发布，Open Research Call 为 conversational、confidential；但未披露 SOC 2、ISO 27001、GDPR、数据驻留、访问控制等合规细节。
部署方式(云/自托管)该站点主要是咨询与研究服务介绍，并非明确的软件部署产品；未说明云部署或自托管。
API与开发者支持未披露 API。开发者相关支持包括开源研究工具、GitHub 上的 Claude Code skill、未来的 Open Developer Data Hub，以及研究文章/论文资源。
支付['Consulting engagement billing (details not specified)']
中国访问未知
适用场景['Engineering orgs adopting agentic coding tools''Companies experiencing developer burnout during AI transition''Teams seeking to measure true AI ROI beyond code output metrics''Organizations building long-term developer expertise pipelines in AI era''Global brands looking for evidence-based
同类Pluralsight Flow、DX、LinearB、Jellyfish、Haystack Analytics；国内可关注研发效能平台、DevOps 度量平台或本地工程效能咨询服务。