Test the experience with a real person.
Choose the location, time, device, AI platform, and exact question. A real person runs the test and delivers the answer, screenshots, and actual test conditions.
See how AI talks about your product. Find out what it understands—and what it misses.
By asking a question or checking a domain, you agree to the Terms of Service and have read the Privacy Notice.
FROM ANSWERS TO ACTION
Start with an online analysis, then validate specific user scenarios or have our team write and publish content.
Choose the location, time, device, AI platform, and exact question. A real person runs the test and delivers the answer, screenshots, and actual test conditions.
Human-written articles, published on DR 40+ websites. Build content about your product that search engines and AI can find and reference. Every article comes with its published link.
GOOD PRODUCTS DESERVE TO BE KNOWN.
You have spent time solving a real problem well. But when someone asks AI for a recommendation, it may not know your product yet.
We want good products to be understood accurately. Start with an AI answer: read it, check its sources, and see what is missing or misunderstood. Then address those gaps through real-world testing, thoughtful writing, and published content.
Our aim is to give people building useful products a better chance of being discovered, understood, and recommended by AI. You can inspect our code, see what each service costs, and review what we deliver.
THE ROAD AHEAD
From reviewing answers to making improvements and tracking what changes.
Ask a question on the homepage, compare real model responses, and review saved answers and returned sources. Connect your own OpenRouter key or self-host using the GitHub documentation.
Enter one question per line, choose the AI platforms, number of testers, and browser mode, then create a batch through the website or API. Manual tests, writing, and publishing use published prices, with credit transactions and delivery records linked to your orders.
Connect published articles, test evidence, and follow-up tests. Compare changes in brand understanding, mentions, and citations under comparable conditions to inform your next investment.
Planned features are not yet available. Progress will be shared with product releases. We confirm the scope and schedule of human services by email.
BUILT IN THE OPEN
Model integrations, domain analysis, competitor insights, and evidence reports are all part of the niubigeo open-source project. Use it online or deploy it in your own environment.
Apache-2.0 · Free to self-host. You cover model usage and server costs.
SEARCH + AI DISCOVERY
Explore SEO, GEO, and the available tools to choose your next step.
Human-written articles published on DR 40+ websites, with clear per-article and package pricing and an explicit breakdown of labor fees.
View article packages ↗GEO and AI brand visibilityCheck how AI understands, mentions, and cites your brand, then identify the content that needs work.
Explore our GEO approach ↗niubigeo vs commercial GEOCompare niubigeo with Profound, Peec, and Otterly across data collection, deployment, deliverables, and cost.
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