Exploring Inaccuracies in Generative AI for Data Extraction

AI web browser AI data centers AI accuracy generative AI AI hardware usability
Vijay Shekhawat
Vijay Shekhawat

Software Architect

 
November 5, 2025 2 min read

TL;DR

This article explores the rapidly evolving AI landscape, highlighting the competition between Amazon and Perplexity in AI web browsers and Google's ambitious plan for space-based AI data centers. It also addresses significant concerns regarding AI accuracy in market research and the usability challenges of AI hardware, offering a balanced view of AI's progress and its current limitations.

AI Web Browser Competition

Amazon and Perplexity are competing in the AI web browser space according to The Verge. This competition highlights the increasing integration of AI into everyday tools. The article suggests a growing trend toward AI-driven search and information retrieval.

Google's Project Suncatcher

Ars Technica reports on Google’s plan to put AI data centers in space. This initiative, named Project Suncatcher, aims to leverage space for AI infrastructure. The article delves into the technical and logistical challenges of such a project.

AI Accuracy Concerns in Market Research

According to VentureBeat, 98% of market researchers use AI daily, but 4 in 10 say it makes errors. This reveals a significant trust problem. The article emphasizes the need for caution when using AI in critical decision-making processes.

AI Hardware Usability

TechCrunch features Kevin Rose's test for AI hardware. This test assesses the wearability and social acceptability of AI devices. The article humorously addresses the potential for user discomfort or social awkwardness.

ChatGPT and Law Exams

E! News reports that Kim Kardashian Blames ChatGPT for Failing Her Law Exams. This highlights the limitations of current AI models in high-stakes applications. The article serves as a cautionary tale about relying solely on AI for crucial tasks.

Generative AI Inaccuracies in Data Extraction

The Market Research Society (MRS) has published a report on the inaccuracies of generative AI based search tools for extracting data.

The report states that while chatbots are becoming the go-to tool for summarizing web information, their accuracy should not be blindly trusted. LLMs are trained to answer questions in natural language with well-summarized text, making their output seem compelling. The authors demonstrate how most current LLMs fail to accurately answer a UK statistics-focused question.

The full PDF of the report is available for review. Some companies are aware of these issues and proposing solutions. These tools are currently being rolled out on supranational data but have yet to be tested on national ‘internal’ datasets. View the full PDF for more details.

Vijay Shekhawat
Vijay Shekhawat

Software Architect

 

Principal architect behind GrackerAI's self-updating portal infrastructure that scales from 5K to 150K+ monthly visitors. Designs systems that automatically optimize for both traditional search engines and AI answer engines.

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