Skip to content
‹ Back to IndustriesSoftware & Technology

As Pressure Around AI Returns Increases, Companies Using Should Know the Generative AI Basics

As generative AI and Large Language Models gain prominence, businesses face increasing pressure to integrate AI into their operations. These technologies offer new solutions for enhancing business processes and decision-making. Knowing the basics of generative AI is essential for companies looking to innovate and stay competitive.

This story was produced through MarketScale. See how Software & Technology teams put it to work with Executive Thought Leadership.

By Gerry Mecca · · Ai InvestmentAi SolutionsGenerative AiGerry Mecca
Share

Key takeaways

01

Generative AI and LLMs are transformative in the tech industry.

02

Businesses must understand generative AI to leverage new opportunities.

03

Investment in AI can enhance internal and external business operations.

Free workspace

Turn your Software & Technology expertise into content.

Record interviews, organize footage, and write with AI on a free trial of the MarketScale platform for qualifying companies. No demo required, no credit card.

Try it Free

In an era defined by rapid technological advancements, the surge of generative artificial intelligence (AI) and Large Language Models (LLMs) stands out as a particularly transformative development. It’s a trend that’s leading to a wealth of new AI-powered solutions for businesses to consider investing in, whether as part of their internal tech stack or as a potential sector of expansion. But with any nascent technology still proving its value in the world of day-to-day business operations, To make a wise decision around generative AI solution investments, though, businesses need to know their generative AI basics.

As companies weigh the right way to use generative AI, the AI industry is at teetering point in its development where its having to prove itself as a viable investment and efficacious tool. Some reports tell a story of eagerness; according to PitchBook data, in 2023 alone, nearly 700 generative AI ventures received around $29.1 billion, a significant increase from previous years. Other organizations tell a story of wavering confidence; while the generative AI industry is seeing a boom in investment, the newest report out of Stanford’s Institute for Human-Centered Artificial Intelligence found that total private investment in AI fell for the second year in a row, guided by an understanding that AI is still riddled with both technical and go-to-market challenges.

If the larger AI industry is still having to prove itself to the market, then it’s still imperative for companies to know their generative AI basics before investing in any AI-specific or AI-supported solutions for their businesses. Where should businesses start in understanding the fundamentals, the core operational aspects, and most useful applications for generative AI?

Gerry Mecca, a seasoned technology leader and Principal at The EKG Group, breaks down the generative AI basics to help businesses better understand what they’re getting into, operationally and liability-wise, when they adopt generative AI solutions.

“These learnings make this technology somewhat what’s called a neural network. It is neural because it’s not just predictive information that says if this, then this. It is actually doing a bit of thinking for you based on its last response. So LLM, Large Language Model, think about it as like taking the entire library and sticking it in a computer and making it ready to be accessed easily,” Mecca said.

Article written by Daniel Litwin.

Your experts belong here

Every story in MarketScale Software & Technology starts with a company putting its solutions engineers, product teams, and customer engineers on the record. Buyers are already reading this topic. The only question is whose experts they find.

Buyers ask AI engines who to consider, and published expert answers are what those engines cite.

Book DemoSee how it works15 minutes, straight to a calendar.

About the author

Gerry Mecca
Gerry MeccaGlobal Chief Information Officer

Cutting-edge Senior Leader whose technology solutions and business acumen have enabled startups as well as established global companies to grow and thrive in highly competitive markets like IngramMicro, Applied Creative Technology, ConocoPhillips, Dr Pepper, Cadbury, Keurig, Datascan, and Tropicana. Works across organizations to develop, communicate and sell an innovative technology vision that drives companies forward.

B2B Weekly

The week in Software & Technology, and sixteen other industries, every Monday.

Ten stories, one-line takes, five minutes. Free.

Software & Technology: are you visible to AI?

Before they reach out, Software & Technology buyers ask AI engines which vendors to trust. Explore how your experts, customers, and partners can become useful content for buyers and AI search.

Free Trial

You just read one Software & Technology expert. Your company is full of them.

This article was produced through MarketScale. The same platform turns your solutions engineers, product teams, and customer engineers into the articles, video, and social content Software & Technology buyers are searching for. Start a free trial and see it with your own people. For qualifying companies, no credit card, no demo required.

NPS +73 · 1,000+ creators · 38+ countries

What your free trial includes

Hands-on access to the MarketScale platform
Media requests to your crowd, remote recording, AI writing tools
No demo required. No credit card.
For qualifying companies. Company confirmation required.

More Software & Technology Insights

Binance pauses withdrawals after a theft it puts at $6.3 billion, the largest crypto hack on record

Binance pauses withdrawals after a theft it puts at $6.3 billion, the largest crypto hack on record

Binance disclosed on Oct. 29 that attackers drained its hot wallets across ten or more blockchains, an impact the exchange estimates at about $6.3 billion. Withdrawals are paused while it rebuilds its withdrawal service, about $3 billion has been frozen by stablecoin issuers and others, and Binance says it will cover every loss with company funds. Three blockchain analytics firms attribute the attack to North Korea's TraderTraitor group; Binance and governments have not.

  • 01Binance estimates the impact at about $6.3 billion; TRM Labs counts $6.36 billion and Elliptic $6.43 billion at time-of-theft prices.
  • 02Most of the funds left in about 20 minutes from 20:05 UTC on Oct. 29, with a second wave around 23:00 UTC, according to TRM Labs and Elliptic.
  • 03Withdrawals have been paused since about 22:15 UTC; Binance expects to restore them within 45 to 48 hours and has set aside more than $6.34 billion to cover losses.

Oct 30, 2026

CISA confirms PHP2Shell exploitation and gives federal agencies until Oct. 29 to patch

CISA confirms PHP2Shell exploitation and gives federal agencies until Oct. 29 to patch

Both PHP2Shell CVEs entered the KEV catalog on October 26 with a three-day federal civilian deadline under BOD 26-04; fixed versions are 8.5.12, 8.4.27, 8.3.36 and 8.2.35.

  • 01Both PHP2Shell CVEs entered the KEV catalog on October 26 with a three-day federal deadline under BOD 26-04; fixed versions are 8.5.12, 8.4.27, 8.3.36 and 8.2.35.
  • 02A Perplexity researcher logged 35 successful shell executions on honeypots, though the setup may not reflect production, and Delft University tracked 50,000+ exploit requests from 600+ IPs.

Oct 28, 2026

Zoom's 2030 growth target rests on customers buying more than meetings

Zoom's 2030 growth target rests on customers buying more than meetings

Zoom Communications gave its first time-bound long-range target at Zoomtopia 2026: 6% to 8% revenue growth in fiscal 2030. The target includes double-digit growth in enterprise revenue. Phone reaches only 29% of Meetings enterprise accounts today.

  • 01Zoom Phone sits in 29% of Zoom's enterprise Meetings accounts, and the fiscal 2030 growth plan reads largely as a bet on the other 71%.
  • 02Customers on three or more Zoom products had 43% lower dollar churn than customers on one or two, which Zoom cited as support for its land-and-expand strategy.
  • 03Zoom's non-current remaining performance obligations rose 25%, which Chang tied to larger, longer-term and multi-product platform agreements. For buyers weighing Phone or Contact Center, contract length is worth a close look.

Oct 27, 2026

Explore More Software & Technology Insights

Read more expert perspectives from across Software & Technology.

Browse Software & Technology Hub

About the Expert

Gerry Mecca
Gerry Mecca

Global Chief Information Officer

Cutting-edge Senior Leader whose technology solutions and business acumen have enabled startups as well as established global companies to grow and thrive in highly competitive markets like IngramMicro, Applied Creative Technology, ConocoPhillips, Dr Pepper, Cadbury, Keurig, Datascan, and Tropicana. Works across organizations to develop, communicate and sell an innovative technology vision that drives companies forward.

For B2B teams

Your experts could be publishing here

Stories like this one run on content MarketScale captures from real practitioners. See how your team's expertise becomes coverage in Software & Technology and beyond.

Book a Demo

Or call us. No forms required. We pick up. 214-945-2512