## AI Trends

**Facebook Ad Accounts Restricted? How to Choose Proxy IP?**  
As platform risk control standards continue to tighten, Facebook ad accounts are increasingly facing issues such as review rejections and placement restrictions.  
`mia`  
**2026-09-02**  
**10 min read**

**How to Evaluate Video Data for Multimodal AI: A 12-Point Buyer’s Checklist**  
Use this 12-point checklist to evaluate video datasets and APIs for VLM training, semantic search, video understanding, and enterprise multimodal AI projects.  
`mia`  
**2026-08-18**  
**13 min read**

**Beyond Raw Video: Turning Video, Audio, Transcripts, and Metadata into AI-Ready Data**  
Discover how video, audio, transcripts, and metadata can become structured, AI-ready data for VLMs, semantic search, content intelligence, and model evaluation.  
`mia`  
**2026-08-18**  
**15 min read**

**Multimodal AI Training Data: How to Build a Reliable Video Data Pipeline**  
Learn what multimodal AI training data includes, why video and metadata matter, and how to build a scalable data pipeline for VLMs, video understanding, RAG, and generative AI.  
`primary_keyword: "multimodal AI training data"`  
`mia`  
**2026-08-18**  
**12 min read**

**AI data collection: artificial intelligence data collection methods**  
At least 50% of AI projects don’t fail at the actual model. They fail two steps earlier, at data collection.  
`mia`  
**2026-08-11**  
**8 min read**

**Ad Verification: Why You Can't Trust What You Can't See**  
With $84 billion in annual ad fraud and AI-powered bots flooding the ecosystem, verifying your ad spend requires a fundamentally different approach.  
`mia`  
**2026-08-10**  
**12 min read**

**AI Training Data Collection: Why Infrastructure Is the Hidden Bottleneck**  
Building AI models is expensive. But bad training data is even more expensive.  
`mia`  
**2026-08-10**  
**10 min read**

**Sourcing Web Data for US AI Projects: Build, Buy, or Manage**  
Sourcing web data for US AI projects requires more than technical execution. Compare build, buy, and managed extraction models across cost, compliance, and operational risk.  
`mia`  
**2026-08-08**  
**6 min read**

**CAPTCHA Solver for Proxy & Automation Teams | CaptchaAI**  
A proxy may keep the IP stable, the browser may remain connected, and the automation script may be running exactly as expected. Then a CAPTCHA appears—and the entire workflow pauses.  
`Xyla Huxley`  
**2026-08-02**  
**20 min read**