GoVibe

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Data philosophy

What we believe about contributor data.

GoVibe collects structured, last-mile city data from people on the ground. How we treat that data — and the people who collect it — is the whole point. This is what we believe, and what we refuse to do.

What we believe

  • Contributor attribution should be permanent.

    The first person to document a POI should get lasting credit — not a thank-you badge that disappears.

    Pioneer Share

  • Commercial value should flow back to contributors.

    If structured map data generates B2B revenue, the people who collected it deserve a real cut. Not points. Real money.

  • AI should arbitrate data quality — not crowds.

    Peer review invites edit wars and gate-keeping. We use three-tier AI verification to keep humans out of the approval loop.

    contributor_raw → ai_verified → company_verified

  • Structured POI data is a commercial-grade asset.

    A photo with verified metadata, location, and business category is fundamentally more valuable than a free-form review or a wiki edit.

What we don't do

  • We don't treat contributors as free labor. 40–55% of B2B campaign revenue flows directly to contributors through CaP (Contribution-attributed Payout).
  • We don't do gamification bubbles. No leaderboard points that can't be cashed out. If we count your contribution, it ties to real revenue share.
  • We don't anonymize contribution data for resale. Your data carries your attribution. That's the whole point.

This is a statement of intent from an early-stage team. We're still building the loop from data capture to B2B delivery — but these principles are the fixed points we design around.

数据理念

我们如何看待贡献者的数据。

GoVibe 收集来自一线的人采集的结构化、最后一公里城市数据。我们如何对待这些数据、以及采集它们的人,正是我们的核心。下面是我们相信什么,以及我们拒绝做什么。

我们相信什么

  • 贡献者署名应该是永久的。

    第一个记录某个 POI 的人应该获得持久的归属权——不是会消失的感谢徽章。

    先驱份额 Pioneer Share

  • 商业价值应该回流给贡献者。

    如果结构化地图数据产生了 B2B 收入,采集数据的人应该得到真金白银的分成,不是积分。

  • 数据质量应该由 AI 仲裁,而不是众包审核。

    同行评审容易引发编辑战争和门槛效应。我们用三级 AI 验证,让人退出审核环节。

    contributor_raw → ai_verified → company_verified

  • 结构化 POI 数据是商业级资产。

    一张带有验证过的元数据、位置和商户分类的照片,比一条自由格式的点评或 wiki 编辑有本质性的价值差异。

我们不做什么

  • 我们不把贡献者当免费劳动力。 B2B 活动收入的 40–55% 通过 CaP(贡献归因结算)直接回流给贡献者。
  • 我们不搞积分泡沫式的游戏化。 没有不能兑现的排行榜积分。每一次贡献计数,都挂钩真实的收入分成。
  • 我们不会把贡献数据匿名化后转卖。 你的数据始终保留你的署名。这就是我们的核心逻辑。

这是一支早期团队的意图声明。我们仍在构建从数据采集到 B2B 交付的完整闭环——但这些原则是我们设计时绕不开的固定点。