
Otterly.AI
SEMRush
Ahrefs
LLMrefs
Am I on AI
Promptwatch
Diploria AI
Profound helps brands gain visibility in AI-generated answers, optimize their presence in LLM-based answer engines, and stay competitive in the zero-click world.

GitHub Copilot
Cursor
TabbyML
Codeium
Privy Coding Assistant
Tabnine
Supermaven
CodeGeeX: An Open Multilingual Code Generation Model

Which is more popular?
Website, pricing, platforms and company facts side by side.
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| Website | tryprofound.com | codegeex.cn |
| Pricing | — | |
| Listed in |
What each product offers, as listed by its team.


Possible disadvantages
Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
No analysis of CodeGeeX yet.
Walkthroughs and reviews on video.
Profound Tutorial & Review For Beginners 2026
More videos
🤖 CodeGeeX is an AI-based coding assistant, which can suggest code in the current or following lines
How often each product is chosen within a category, 0–100% relative to the other.


Share your experience with using Profound and CodeGeeX. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


Profound offers a free 7-day trial with 50 daily prompts on ChatGPT, Gemini and AI Overviews. After that it's Enterprise only, priced on a demo call, with up to 9 engines.
Say they read the public interface: Miraqo, SE Ranking, Otterly.AI, Peec AI (logged out; its add-on models run through APIs) and Profound. Semrush says its answers are "captured from real requests and not via any APIs...
Profound gives a useful way to understand how brands appear across AI search and generative platforms. The platform helps surface visibility patterns, competitor presence, and broader shifts in how AI systems...
Unlike Copilot, which is powered by OpenAI Codex, CodeGeeX trains its AI on a cluster of Ascend 910 AI processors to power its software. This allows CodeGeeX to handle large-scale training tasks more effectively,...
When comparing Profound and CodeGeeX, you can also consider the following products.

Stay ahead by monitoring and your content & brand across major AI Search Platforms. With Otterly.AI, you can automatically track brand mentions and website citations on Google AI Overviews/AI Mode, ChatGPT, Perplexity, Gemini, and Copilot.
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Your AI pair programmer. With GitHub Copilot, get suggestions for whole lines or entire functions right inside your editor.
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All-in-one Marketing Toolkit for digital marketing professionals.
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The AI-first Code Editor. Build software faster in an editor designed for pair-programming with AI.
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Ahrefs is a toolset for SEO and marketing. We have tools for backlink research, organic traffic research, keyword research, content marketing & more. Give Ahrefs a try!
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Tabby is a self-hosted AI coding assistant, offering an open-source and on-premises alternative to GitHub Copilot
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