Heshibi is an AI company building practical products at the intersection of language, data, and creativity — designed from day one for the languages, markets, and use cases that English-default AI overlooks.
合势必是一家面向全球的 AI 应用公司，在语言、数据与创造力的交叉处构建实用产品。从第一天起，我们就为英语优先的 AI 默认市场之外的语言、文化与场景而设计。
Most AI tools today are built English-first, then translated. They optimize for the median internet user — who speaks English, lives in the West, and consumes American media.
That leaves most of the world out. The languages, the cultural contexts, the workflows, the way questions get asked and answered — all of it gets flattened in translation.
We start the other way around. We build AI products designed for a multi-lingual, multi-market internet — for the billions of users, creators, and businesses that the global default ignores.
今天大多数 AI 工具，先以英语构建，再翻译到其他语言。它们为西方语境下的中位用户优化——英语母语、生活在欧美、消费英语世界的内容。
这把世界的另一半留在了门外。语言、文化语境、工作流，以及人们提问与作答的方式——所有这些都在翻译中被压平。
我们反过来做。为一个真实多语言、多市场的互联网而构建——为全球默认值忽略的数十亿用户、创作者与企业而设计。
We're building across four directions — distinct in shape, unified in stance. Each is selected for a market where multilingual, culture-aware AI changes what's possible.
我们同时在四个方向上构建——形态各异，立场一致。每个方向都选自一个市场：在那里，多语言、懂文化的 AI 能改变可能性的边界。
Models that read tone, intent, and feeling — across languages and contexts. For research teams, brands, and product groups who need to understand what users actually think, not just what they click.
能读懂语气、意图与情绪的模型——跨语言、跨文化语境。服务于需要真正理解用户想法的研究团队、品牌方与产品团队，而不止于点击行为。
Agents that read markets the way an analyst would — pulling from filings, news, social, and proprietary data — and report back in a brief, not a spreadsheet. Strategic intelligence for operators who don't have time for dashboards.
像分析师一样读市场的智能体——从财报、新闻、社交媒体到自有数据，最终输出的是一份简报，而不是一张表格。为没时间看 dashboard 的运营者打造的战略情报。
Production-grade generative tools for the people who make things — creators, marketers, indie founders. We tune for voice, taste, and brand, so output reads like a person, not an average.
为创造者打造的生产级生成工具——内容创作者、市场团队、独立创业者。我们为风格、品味与品牌音调做调优，让输出读起来像一个人，而不是平均值。
Bespoke AI systems for enterprises with proprietary data, internal workflows, and serious compliance requirements. We bring the model, the integration, and the operating discipline. From pilot to production.
为有专有数据、内部流程与严肃合规要求的企业，定制 AI 系统。我们带来模型、集成方案与运营规范——从 Pilot 到 Production。
Three working principles. They show up in everything we ship.
三条工作原则。在我们交付的每一件事上都看得见。
Research that doesn't reach production is poetry. We build small teams that take ideas from prototype to shipped product in weeks, not quarters. Demos are not the goal.
不能进入生产的研究是诗。我们用小团队把想法从原型推到上线，以周为单位，不以季度。Demo 不是目的。
If a product only works well in English, it's incomplete. We treat multilingual support as architectural, not a feature flag — built into evaluation, prompt design, and data from the start.
如果一个产品只在英语下好用，它就是不完整的。我们把多语言当作架构，而不是 feature flag——从评测、Prompt 设计到数据，从一开始就考虑进来。
AI should make people more like themselves, not less. We build for the human in the loop — preserving voice, judgment, and intent rather than averaging them into something faster but generic.
AI 应该让人更像自己，而不是更不像自己。我们为流程里的人构建工具——保留他们的声音、判断与意图，而不是把这些抹平成更快但更平庸的输出。
Heshibi was founded in 2025 by a small team of operators and engineers based in Shenzhen, China. We move fast because we're small. We stay small because that's how we move fast.
We're hiring, partnering, and talking to a small number of investors. If any of the below fits, we'd like to hear from you.
合势必创立于 2025 年，由一支驻深圳的运营者与工程师组成。我们之所以快，因为我们小；我们之所以保持小，因为这样才能快。
我们正在招人、找合作伙伴，也在与少量投资人交谈。如果下列任一项符合你的方向，欢迎与我们联系。
Early-stage. Multi-market thesis. We're selective about who we talk to. Reach out with a short note about your fund's focus.
早期阶段。多市场论点。我们在投资人选择上很挑剔。欢迎附一段说明你基金方向的短信。
carolyang.yyf@outlook.com →If your team has a domain, a workflow, and tolerance for early collaboration, we'd like to build with you. We bring the AI; you bring the question worth answering.
如果你的团队有具体领域、真实流程、并愿意接受早期协作——我们想和你一起构建。我们带来 AI，你带来值得回答的问题。
carolyang.yyf@outlook.com →We're opening roles across the directions above. Remote-friendly, Shenzhen base. If you can ship and think across languages, write us.
我们正在开放上述方向的岗位。远程友好，深圳基地。如果你能交付，能跨语言思考——写信给我们。
carolyang.yyf@outlook.com →