We partner with people who want their audiences and teams to be genuinely understood — not profiled. Four directions, one principle: consent first.
KKMatch builds Human Understanding Infrastructure. Three products already run live on one self-built engine: KKAI (a voice-first AI coach for interviews, sales, management and language practice), KKOS (an 11-dimension, evidence-backed human model with a correction loop), and OMi (matching that reads how two people actually communicate).
Our founding team came from Walmart, Alibaba, and leading Silicon Valley technology companies — including the former head of LinkedIn's core ranking algorithms. We have operated recommendation and understanding systems at billion-user scale and global commerce platforms end to end. For partners, that translates into three things:
Engineering depth — real-time voice, streaming inference and deterministic post-processing run as one pipeline, tuned for concurrency. 实时语音与推理工程化，为并发而生。
Defensible numbers — every displayed figure is labeled measured or illustrative; deterministic computation wherever a number must be audited. 数字可审计，口径诚实。
Consent-first architecture — explicit consent, no raw-media retention, one-tap deletion; team insights stay private to the team. 显式授权、可删除，团队数据不出团队。
Co-produced columns and explainers: what a human model can (and cannot) tell about you. We bring the model and the honesty; you bring the audience. 联合栏目与解读内容——讲清楚模型能做什么、不能做什么。
Communication coaching for interviews, sales, and management — powered by the same engine as our consumer product (KKOS). Team-level insights stay private to the team. 面试、销售、管理沟通训练（KKOS 引擎），团队洞察仅团队可见。
Career-readiness programs: AI-era skill assessment plus 30-day growth plans for students. 面向学生的 AI 时代能力测评 + 30 天成长计划。
Access Human Understanding models via API with explicit per-user consent and deletion built in. See /docs for keys and status. 带显式授权与可删除机制的模型 API。
Write to us with your audience or team size and what you want to build. 来信说明你的受众/团队与想做的事。
A 30-minute call; we map the use case to what the model honestly supports. 30 分钟通话，确认用例与能力边界。
A scoped pilot (2–4 weeks) with clear success metrics. 2–4 周试点，验收指标先行。