NiubiGEO combines open-source AI visibility and competitor reports with human-powered product growth. See how AI describes your product, which competitors appear, and inspect original answers and sources. Arrange paid human AI testing, product trials, content creation and distribution through the official platform. Plan tasks and budgets with Growth Canvas, then retest AI visibility. Self-hosted software is free; API, hosting and services cost extra.
Hey Product Hunt! I'm the maker of NiubiGEO.
Building a product takes work. Helping people discover and understand it takes another kind of work. We built NiubiGEO to connect AI visibility research with human testing and product promotion.
Here's how the pieces fit together:
1. See the evidence.
Use our open-source, self-hosted tool to see how AI describes your product, which competitors appear, and what sources are returned. Compare domain-based recognition with keyword tests that don't name your brand, and inspect the original answers.
2. Check real experiences.
Arrange paid tests with people using actual AI websites or apps. Agree on the questions, platforms and available regions, and receive the answers, screenshots and test conditions. You can also arrange product trials and user feedback.
3. Put a promotion plan into action.
Use Growth Canvas to organize tasks, audiences and budgets. Our services cover content creation, website publishing, and community and creator distribution. Review the agreed deliverables, then run follow-up AI tests to observe what changes.
The Community Edition is free under Apache-2.0. You bring your own API key and cover API and hosting costs. Human testing and promotion are optional paid services arranged through our website.
API observations and human web/app tests are labeled separately. We deliver agreed work and evidence; AI platforms independently decide what they recommend.
NiubiStar supports the open-source project and provides the human network behind our services.
We'd love your feedback: where do you get stuck today—understanding your AI visibility, reaching relevant users, or knowing what to do next?
[Explore the platform](https://niubigeo.ai/)
[Explore the code](https://github.com/Albert-Weaske...)
the "self-hosted core is free, testing marketplace and hosting cost extra" split is a smart way to open-source this without giving away the part that actually costs you money to run. how do you keep the free self-hosted reports honest when the same company also sells the paid human-testing layer, is there anything stopping the free tier's competitor comparisons from being tuned to make the paid retest-and-improve loop look more necessary than it is?
The human testing piece is what actually sets this apart for me — most GEO tools just scrape AI answers, but pairing that with real people testing across different apps and regions gives you evidence you can actually trust, not just a guess.
I'm interested in how NiubiGEO's open-source tools can help users verify AI search results. How can developers inspect the sources behind the results and validate their accuracy?
I like the open source angle here. Being able to self-host the software makes it easier to understand and control how the data is handled.
Being able to see the actual AI answers and their sources is really useful. It gives mare context than just showing a visibility score.
About NiubiGEO on Product Hunt
“Open-source AI visibility. Human-powered growth.”
NiubiGEO launched on Product Hunt on September 21st, 2026 and earned 74 upvotes and 6 comments, placing #23 on the daily leaderboard. NiubiGEO combines open-source AI visibility and competitor reports with human-powered product growth. See how AI describes your product, which competitors appear, and inspect original answers and sources. Arrange paid human AI testing, product trials, content creation and distribution through the official platform. Plan tasks and budgets with Growth Canvas, then retest AI visibility. Self-hosted software is free; API, hosting and services cost extra.
NiubiGEO was featured in Open Source (68.9k followers), Marketing (468.6k followers), Growth Hacking (150.6k followers) and GitHub (41.4k followers) on Product Hunt. Together, these topics include over 134.1k products, making this a competitive space to launch in.
Who hunted NiubiGEO?
NiubiGEO was hunted by Jianxiaopai. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
Want to see how NiubiGEO stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.
Jianxiaopai