A Growth Unhinged study by Kyle Poyar and Nikolas Laskaris ran the prompt "Evaluate Company X on pricing" against the Cloud 100 companies 7,675 times across ChatGPT, Gemini, Copilot, Perplexity and bo…
BotGauge launched a platform for red-teaming AI agents that uses adaptive adversarial scenarios to uncover unexpected agent behavior before deployment, then converts findings into repeatable evaluatio…
Trendos Chief Commercial Officer Gintare Rimolaityte told a webinar that brands should map which sources AI answer engines cite by industry and engine rather than rely on search rankings alone, citing…
A developer deployed a voice AI agent for a support line in about a week, but spent months proving its return on investment because no measurement plan was set up before go-live. The experience mirror…
Procurement Sciences is an AI platform for government contractors that combines HigherGov opportunity search with Awarded AI proposal drafting, and the company states it serves 3,500+ government contr…
A Trellner Research report found that three coordinated content farms—worldmetrics.org, gitnux.org, and wifitalents.com—generated 215,128 machine-generated 'best software' pages, and Perplexity has be…
A study of 7,534 citations from Perplexity's AI models across 380 software categories found that 59.8% of sources cited are outside the top 100,000 most-visited websites, and 23.4% are not in the top …
A developer integrated MCP connectors into a G2 software reviews scraper on Apify Store, enabling it to check a user's database for new reviews and write digests without holding credentials. The compa…
Trendos analyzed 107 million AI answers and found that community and user-generated content (UGC) such as Reddit, YouTube, and forums accounts for about 50% of the top citation sources across IT & sol…
Tamanna Haque, co-founder of GenSight.AI, discussed Generative Engine Optimization (GEO) on the Root Cause podcast, explaining that as users shift from search engines to AI chatbots like ChatGPT, Gemi…
G2 reviews act as third-party Generative Engine Optimization (GEO) signals that AI answer engines such as ChatGPT, Google AI Overviews, Gemini, and Perplexity use during retrieval or training to decid…
Reddit's share of ChatGPT Search citations fell 86.4% from an average of 3.83% (July 18–August 7) to 0.52% (August 14–17), according to GEO analytics firm Promptwatch. The drop coincided with a change…
Slack's Workforce Lab research found that 81 percent of desk workers who use AI tools say it has improved their productivity, and AI meeting assistants can streamline scheduling, note-taking, and foll…
User-generated content platforms account for a substantially larger share of cited domains than publishers in ChatGPT responses to B2B SaaS prompts, according to an analysis of roughly 35,000 citation…
Independent developer Matthew Ford launched OcuClaw, an AI agent app for Even Realities' G2 smart glasses, which pairs with a ring controller and ships on Even Hub. The app began as a client for OpenC…
Even Realities G2 smart glasses users can access 10 hacks including a custom AI 'second brain' that remembers tasks and transcribes meetings, built by Constella founder Tejas Sharma and shared on GitH…
A developer measured 172 AI source citations across four software categories and found that SaaS directories like G2, Capterra, and Product Hunt received only one citation total. Reddit dominated with…
A developer ran 1,790 measurements across five AI engines and found that most AI visibility dashboards report misleading numbers. Branded prompts inflate scores, and different engines produce conflict…
SoftwareReviews and G2 review data show Canva Enterprise scoring 9.0 and Adobe Firefly 8.8 in AI content-creation comparisons, favoring Canva on ease of use and satisfaction. The findings indicate Can…
Paid media investments like YouTube sponsorships, native user-generated content, and third-party review incentives are now directly influencing how AI systems understand and recommend brands, blurring…