Generative AI in data collection: Challenges and innovations
21 November 2024
Two out of three companies leverage gen AI-based solutions, McKinsey states. This statistics confirms double growth of neural networks' popularity as business tools, comparing to previous year.
Generative AI enhances data analytics and web info collection by automating recurrent operations, from accessing online platforms through geo targeted proxies to studying acquired datasets real-time, finding patterns and performing predictive analysis. To become capable of processing natural language and understand nuances of web scraping, ChatGPT and similar NLP-driven models pass special training. Which in turn means gathering internet-based insights at scale.
In 2025, Astro, as an enterprise data gathering infrastructure, offers to buy cheap residential proxy pools for the evolving AI data collection needs. With our strict KYC/AML policies’ compliance and full compatibility with third-party software, Astro suits for handling challenges and introducing innovations described further.
What is data collection with AI and for it: Astro’s picks
Generative AI-driven models, exemplified by tools like Gemini, Copilot, Claude, and ChatGPT, scrape and process the information according to prompts in natural human languages. Unlike traditional artificial intelligence, which focuses on specific tasks, generative AI processes open-ended queries involving diverse sources of knowledge.
Key differences between two advanced tools are:
| Aspect | Traditional AI | Generative AI |
| Scope | Task-specific purposes, e.g. clustering, pricing. | Open-ended prompts with varied outputs. |
| Integration | Standalone tools with limited interactivity. | Works seamlessly with solutions of 2025 like web scraping chatbot’s setups. |
| Informational needs | Domain-specific, structured datasets. | Large-scale structured and unstructured datasets. |
| Infrastructure | Affordable and accessible for SMEs. | Strives for robust infrastructure and higher costs, a corporations-oriented solution. |
| Legal implications | Limited risk due to smaller datasets. | Complex copyright concerns and necessities to buy cheap residential proxy pools from ethically-compliant infrastructures. |
Dependency on the quality and amounts of initial informational repositories has altered web scraping practices in favor of:
- Increased demand for data from diverse sources.
- Heightened need for ethically sourced geo targeted proxies for scraping, ChatGPT-based automation frameworks, headless browsers, etc.
- Stricter protective measures by sites with automation-detection algorithms and paywalls.
- Platforms like Proxy Coupons which gather discounting options for different services.
Challenges in AI-enabled data collection: geo targeted proxies and other innovations
The intersection of gen AI and internet info’s gathering practices faces challenges in various fields:
| Area | Details | Solutiions |
| Information’s quality | Complex measures for detecting harmful content or misinformation. |
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| Datasets’ management | Handling and training LLMs on vast amounts of pre-selected info is challenging. Potential inefficiencies and biases may occur. |
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| Ethical compliance | Issues with:
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| Traceability | Difficulty in tracking sources of web insights and their leverage. |
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| Anti-scraping defenses | Increasing deployment of anti-bot mechanisms and paywalls by target internet pages. |
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How can ChatGPT scrape websites and why buy cheap residential proxy from Astro?
Generative AI models serve as supplementary frameworks for gathering diverse and relevant online information. While not directly scraping sites, neutral-layered tools:
- Write programming code
- Solve CAPTCHAs
- Process and analyze obtained data
- Assist in gaining real-time insights.
Advanced robots perform sentiment analysis and predictive modeling. So too with scraping with Astro in a legal and AML/KYC-compliant way.
ChatGPT, proxy pools with precise geotargeting within cities or ISPs, Scrapy, BeautifulSoup and other frameworks participate in maintaining seamless scraping pipelines. Buying cheap residential proxy pools in 2025 from Astro leads to gaining imminent access to real-user IPs in 100+ countries, with API, SOCKS5/HTTP(S) and TCP encryption support.
Get a free proxy trial to extract data for machine learning seamlessly or deploy generative AI as a web scraping assistant at corporate level.
