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Rankings start from public sources, not vendor copy.
Mindber reconciles Product Hunt, Toolify, AIbase, TAAFT, public source records, pricing pages, and traffic signals into one evidence ledger. Rankings favor tracked public activity, not vendor-written marketing copy.
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Research notes
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Fastest week-over-week growth among tracked AI products.
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Fresh entries from our public sources. Short reads before the full review.
Contribute to Omni-Avatar/OmniAvatar development by creating an account on GitHub.
Download Humanify AI - Detect AI Easily by AI Solutions & Apps on the App Store. See screenshots, ratings and reviews, user tips, and more apps like Humanify AI…
PandaWiki 是一款 AI 大模型驱动的开源知识库搭建系统,帮助你快速构建智能化的 产品文档、技术文档、FAQ、博客系统,借助大模型的力量为你提供 AI 创作、AI 问答、AI 搜索等能力。 - chaitin/PandaWiki
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Browse by use case
Find the right AI app from the job, not the hype.
Each category is built like a buying workspace: tracked products, pricing context, traffic movement, and fit notes in one place.
Research notes - 13 published
From the research blog
Google's AI Brain Drain: Shazeer and Jumper Leave
Noam Shazeer left Google for OpenAI and John Jumper left DeepMind for Anthropic in one week — why the AI talent drain hit Alphabet stock and the race.
Latest notes

Loop Engineering: Why Top Engineers Stopped Prompting Their AI
Design the system that prompts your AI agents, not the prompts themselves. What works in production today, what doesn't, and when to skip it entirely.

Best AI Models, Ranked — June 2026 Leaderboard for Text, Coding, Agents, Image & Video (With Sources)
The best AI model in June 2026 depends on the job: Claude Fable 5 leads capability, GPT-5.5 coding agents, Gemini 3.1 Pro value. Ranked, with sources.

Claude Fable 5 Suspended by US Government Order
The US government ordered Anthropic to disable Claude Fable 5 and Mythos 5 on June 12, 2026 — three days after launch. Why, when it returns, what to use.
The SpaceX IPO Is Quietly the First Big AI IPO
SpaceX (Nasdaq: SPCX) went public June 12, 2026 — putting Grok, xAI, and a $60B Cursor deal on the market. What the first AI IPO means for buyers.

Claude Fable 5: What It Is, How to Use It, and the Prompts That Exploit It
Anthropic's first public Mythos-class model, explained with sources: pricing, safeguards, benchmarks, access methods, real use cases, and copy-paste prompts.

The True Cost of AI Tools in 2026: Sticker vs Reality
The true cost of AI tools in 2026 runs ~8x the sticker price — a fully-sourced TCO report on LLM API pricing, 7 hidden costs, and how to model it.
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Why trust Mindber
The moat, stated plainly
How every product page is built and kept current.
Multi-source AI product tracking
Listings from Product Hunt, Toolify, AIbase, TAAFT, and other public sources are merged into one profile per product.
Buyer-focused research
Profiles are AI-analyzed for category fit, pricing clarity, real activity, and the claims that matter before budget is committed.
Daily engagement monitoring
Domain, homepage, pricing, social, hiring, and traffic signals keep stale AI products out of active rankings.
What's New
View all updates →- New default model rollout
An incremental quality bump worth re-testing your prompts against; not on its own a reason to re-platform.
- Lower API pricing on the flash tier
Cheaper tokens narrow the cost gap for high-volume workloads; re-run your unit economics before committing.