Published Nov 19, 2025

AI Language Models for Non-Techies: Which One Should You Use?

By Kevin Champlin

AI Language Models for Non-Techies: Which One Should You Use?
If you’re a business owner, marketer, consultant or simply someone curious about AI tools—this post is for you. You’ve heard the buzz about “AI”, “LLMs”, “large language models”, “chatbots” and so on. But what do they actually do, who should use what, and which one is right for *you*?

I’m going to break down the most popular options, explain in simple terms what each one is good at, show typical pricing (where publicly available), provide use cases, and help you decide which fits your business. No tech jargon, no geek speak — just clear, honest guidance.

What is an LLM (in plain English)?

An LLM is really just a very smart computer program that understands and generates human-like language. You type in what you want (a prompt), it replies. That’s it. Now the difference comes in how good it is, how fast, what it costs, and what it’s best used for.

Key questions to ask

  • What will I *use* it for? (writing copy, answering questions, summarizing documents, brainstorming ideas, customer chat, etc.)
  • What’s my budget? Some cost almost nothing, some cost a lot.
  • How easy is it to use? (Do I need to know code, or just type in plain language?)
  • Does it integrate with what I already use? (Email, docs, CRM, web site, etc.)

Comparison Chart: Popular AI LLMs & What They’re Good For

AI Tool What It’s Good At Typical Pricing Best Use Cases Link
ChatGPT (by OpenAI) Very good general-purpose: writing, answering questions, brainstorming, simple chat, summaries. Free tier available; paid “Plus” ~ $20/month; higher tiers can go up to ~$200/month for heavy use. :contentReference[oaicite:0]{index=0} Small business owners writing blog posts, marketing copy, internal memos; anyone needing quick, smart text help. chat.openai.com
Claude (by Anthropic) Strong at creative writing, reasoning, thoughtful responses; less likely to “hallucinate” bad stuff. Free tier available; paid version ~ $20/month for standard use; higher usage plans up to ~$200/month. :contentReference[oaicite:1]{index=1} When you want higher quality writing, more “depth”, or you’re using it for important documents and want reliability. anthropic.com
Gemini (by Google) Strong for integration with Google tools, multimodal input (text + image), good for business workflows. Starts around ~$20/month for full features in many markets; there are cheaper tiers in some countries (~$5/month) according to recent launch. :contentReference[oaicite:2]{index=2} Google Workspace users, folks who work heavily with docs/sheets/email and want AI woven into that ecosystem. gemini.google.com
Llama (by Meta) / Open-source models More technical to set up but very cost-efficient; good for experimentation or if you want more control. Many open-source versions are free; you may pay for hosting/infrastructure. :contentReference[oaicite:3]{index=3} Tech-savvy businesses, agencies, developers who want custom models, or private data workflows. ai.meta.com/llama
Mistral AI Newer model, good performance + cost balance; aiming at “smart but reasonable” use. Subscription example: around ~$14.99/month for pro access to advanced version. :contentReference[oaicite:4]{index=4} Businesses that want performance but without the highest tier costs yet still top quality. mistral.ai

Deep Dive: What Each One Does Best (and Why You Might Choose It)

ChatGPT

Think of ChatGPT as the go-to Swiss Army knife of AI text. It’s very well known, very well supported, and pretty easy to use. For a small business owner who just wants to get writing done, generate ideas, get summaries, or chat with an assistant—this is a solid pick.

Claude

If you’re doing higher-stakes content—internal proposals, customer-facing documents, serious creative work—Claude tends to shine. It’s built for more careful reasoning and a slightly more refined output. The cost is similar to ChatGPT for standard use, and you’ll feel the difference if you compare side-by-side.

Gemini

If you already live in the Google world (Docs, Sheets, Gmail, Drive), Gemini makes a lot of sense. The integration is there. Also, if you deal with images or multimodal things (text + image) it gives you more flexibility.

Llama / Open Source Models

If you’re more advanced or you’re comfortable with some tech, open-source models like Llama give you flexibility and lower cost. The trade-off: you’ll likely spend time managing, hosting, configuring them. For most non-technical users this might be more than needed—but it’s good to know it exists.

Mistral AI

A newer player but with solid promise: good performance, reasonable cost. If you’re evaluating multiple options and want “next-generation” without premium cost, this one’s worth a look.

How to Pick the Right One for *You*

Here are some simple decision points:

  • Need simple writing help, ideas, summaries? → Start with ChatGPT or Claude.
  • Work heavily with Google tools or images + text? → Gemini.
  • Want to keep costs low, experiment, or control your own data? → Explore Llama / open source.
  • Want cutting-edge but still cost-sensible? → Mistral AI.

Also: free tiers almost always exist. Try before you commit. You’ll learn fast what feels right.

Use Cases to Consider

  • Blog post or social media content generation
  • Customer email drafting or reply templates
  • Summarizing meeting notes or long documents
  • Brainstorming new ideas: services, product features, marketing campaigns
  • Chatbot for your website (customer support or lead capture)
  • When integrated: automating routine tasks (generate report, update CRM, etc.)

Tips Before You Jump In

Here are some practical things I’ve learned working with AI tools:

  1. Start small. Pick one task you’d like to simplify and test the tool.
  2. Compare two tools side-by-side for your task. You’ll notice differences.
  3. Check data privacy. If you’re using customer info, make sure the tool supports your requirements.
  4. Monitor cost. If you’re paying monthly, make sure the value is outweighing the price.
  5. Use it as an assistant, not a replacement. You still bring the human judgement and business context.

Final Thoughts

AI tools are no longer “just for techies”. They’re ready for business owners, marketers, consultants, anyone who uses words, ideas, content, or wants to automate. But like any tool — picking the right one, and using it well — makes all the difference.

If you’d like help picking or integrating one of these tools for your business — feel free to reach out. I’ve been building custom software, AI-powered tools, and modern web systems for years. I’d love to help you find the fit that saves you time, money, and headache.

— Kevin Champlin