Be Known, LLC

AI Tools & LLM
Field Guide

Your plain-English reference for navigating the AI landscape — which tool does what, and when to reach for it.

2026 Edition
💡

The AI space moves fast — and the tool names alone can cause confusion. Claude vs. Claude Code vs. Claude Cowork. Perplexity vs. Perplexity Computer Use. Gemini vs. Google AI Studio vs. NotebookLM. This guide cuts through the noise. Whether you're brand new to AI or already a daily user, use this as your go-to reference for picking the right tool for the job.

👆 Click any tool anywhere in this guide to see full details.

🌱
Tier 1
Just Getting
Started

You're exploring AI for the first time, or you use it occasionally for simple tasks. You want something that just works — no setup, no tech knowledge required.

💬Claude.ai Chat
🔍Perplexity
💬ChatGPT
Gemini
Grok
Tier 2
Daily User &
Experimenter

You use AI regularly and want to go deeper — running research workflows, automating tasks, testing prompts, or building things without writing code.

🌐Perplexity Pro
🧪Google AI Studio
📓NotebookLM
🤖Manus AI
🏗️Lovable
🖥️Claude Cowork
🚀
Tier 3
Power User &
Builder

You build systems, write prompts like a developer thinks in code, automate complex workflows, and want full control over model behavior and integrations.

💻Claude Code
🌐Perplexity Computer Use
🔧OpenAI API / GPT-4o
🔧xAI API / Grok
⚙️Replit
⚙️Base44
🔗Zapier AI
🔗Make AI
Tool Best For Key Strengths Limitations Skill Level Cost
🟢 Anthropic · Claude Family
Claude.ai Chatclaude.ai Writing, strategy, copy editing, long documents Best reasoningLong contextNuanced writing No internet by default; can't act on your computer 🌱 Beginner Free / Pro $20/mo
Claude CodeTerminal / CLI Writing, debugging & refactoring code; developer workflows Reads codebaseRuns commandsEdits files Requires developer setup; not for non-coders. As of June 15 2026, agent/automated usage is metered separately from chat subscriptions. 🚀 Power User API usage-based
Claude CoworkDesktop Agent Letting Claude operate your computer on your behalf Sees your screenTakes actionsBackground agent Memory & CPU intensive; system must stay open ⚡ Intermediate Claude Pro / Teams
🔵 OpenAI · ChatGPT Family
ChatGPTchat.openai.com General chat, brainstorming, image generation, code help Huge ecosystemGPTs / pluginsImage gen Quality varies; hallucinations; Pro needed for best models 🌱 Beginner Free / Go $8/mo / Plus $20/mo
OpenAI API / GPT-5platform.openai.com Building apps, custom chatbots, real-time voice integrations Voice modeVisionAPI ecosystem Requires development knowledge; cost adds up at scale. Note: GPT-4o retired April 2026. 🚀 Power User Usage-based API
⚫ xAI · Grok Family
Grokx.ai / X (Twitter) Real-time chat with live X/Twitter data, unfiltered Q&A, current events, image generation Real-time X dataLess restrictedImage gen (Aurora) Requires X Premium; can be less careful/accurate; smaller ecosystem than OpenAI or Anthropic 🌱 Beginner X Premium $8–$16/mo
xAI API / Grokconsole.x.ai Building apps with Grok models; accessing real-time X data programmatically; large context tasks 128K contextReal-time X feedFunction calling Smaller developer ecosystem; less mature tooling than OpenAI or Anthropic APIs 🚀 Power User Usage-based API pricing
🟣 Perplexity Family
Perplexityperplexity.ai Real-time research, cited answers, fact-checking Live web searchCited sourcesFast research Less suited for creative writing or long-form generation 🌱 Beginner Free / Pro $20/mo
Perplexity Computer UsePro feature Autonomous web browsing, multi-step research tasks Browses the webMulti-step tasksResearch agent Still maturing; limited to browser actions 🚀 Power User Perplexity Pro
🔴 Google AI Family
Geminigemini.google.com Everyday AI chat, Google Workspace integration Google integration1M token contextMultimodal Less nuanced reasoning than Claude; ecosystem lock-in 🌱 Beginner Free / Advanced $19.99/mo
Google AI Studioaistudio.google.com Testing prompts for free, prototyping, saving workflows Free sandbox1M tokensPrompt testing Developer-oriented UI; Gemini models only ⚡ Intermediate Free (generous limits)
NotebookLMnotebooklm.google.com Uploading documents and asking questions about them Document Q&AAudio summariesSource-grounded Limited to your uploaded sources; not general-purpose ⚡ Intermediate Free
🟠 AI App & Web Builders
Lovablelovable.dev Building full web apps from a prompt — no coding required Full apps from textSupabase integrationFast iteration Less control than coding from scratch; best for MVPs ⚡ Intermediate Free tier / Paid plans
Replitreplit.com Running, editing, deploying code in the browser Cloud IDEDeploy instantlyAI autocomplete Slower than local dev for large projects; needs some coding knowledge 🚀 Power User Free / From $20/mo
Base44base44.com AI-powered business app builder with built-in database & auth Built-in DBNo backend neededBusiness apps Newer platform; smaller ecosystem ⚡ Intermediate Paid plans
🤖 Autonomous AI Agents
Manus AImanus.im Fully autonomous research and multi-step task execution Autonomous agentMulti-step tasksMCP integrations Slower; results need review; some account restrictions ⚡ Intermediate Waitlist / Invite
⚙️ AI-Powered Automation
Zapier AIzapier.com Connecting apps and using AI to make decisions in automations 6,000+ integrationsAI stepsNo-code Cost scales with volume; AI steps can be inconsistent ⚡ Intermediate Free tier / From $19.99/mo
Makemake.com Visual automation with more control and lower cost than Zapier Visual flow builderCheaper at scaleMore flexibility Steeper learning curve; fewer native integrations ⚡ Intermediate Free / From $9/mo

X-axis: Task Type  ·  Y-axis: How much the AI acts on its own vs. you staying in control

AUTONOMOUS + CREATIVE AUTONOMOUS + TECHNICAL ASSISTED + CREATIVE ASSISTED + TECHNICAL ◀ Creative / Content Technical / Dev ▶ ▲ More Autonomous ▼ You Stay in Control Manus AI Perplexity Computer Use Claude Cowork Claude Code GPT-4o API Claude.ai Chat ChatGPT Perplexity Notebook LM Google AI Studio Gemini Lovable Replit Zapier AI Make Base44 Grok Grok API
Dark green = Most autonomous / technical
Mid green = Intermediate
Bright green = Accessible / assisted
🤖 LLM
Large Language Model. The AI "brain" behind most chat tools. Examples: GPT-4, Claude 3, Gemini. They predict and generate text based on your input.
🎛️ Model
The specific version of an AI. Claude Sonnet vs. Opus, GPT-4o vs. GPT-3.5. Bigger models = more capable but slower and costlier.
📝 Prompt
The instruction or question you type to the AI. Better prompts = better results. Think of it as how you talk to the tool.
🔑 API
Application Programming Interface. A way for developers to connect AI models directly into their own apps or workflows. Requires coding or automation tools.
🪙 Token
How AI measures text. Roughly 1 token = 1 word (or part of a word). API costs are often charged per token used. More tokens = more cost.
📏 Context Window
How much text the AI can "see" and remember at once in one conversation. Claude and Gemini lead here with 100K–1M token windows.
🤝 MCP
Model Context Protocol. A standard that lets AI connect to external tools and services — like your Google Drive, Slack, or ad accounts — so it can read and act on real data.
🕵️ Agent / Agentic AI
An AI that doesn't just answer questions — it takes actions. Agents can browse the web, write files, click buttons, or complete multi-step tasks on your behalf.
🖥️ Computer Use
A capability that lets an AI see and control a computer screen — clicking, typing, navigating — as if it were a human at the keyboard.
🛠️ Skill / System Prompt
Hidden instructions that tell an AI how to behave before you ever type a message. Used to give AI a role, set rules, or load context automatically.
🌡️ Temperature
A setting that controls how "creative" vs. "precise" the AI is. Low temperature = consistent, factual. High temperature = more surprising, varied output.
🔮 Hallucination
When an AI makes up something that sounds plausible but isn't true. All LLMs do this. Always verify important facts, especially with ChatGPT and older models.
🔓 RAG
Retrieval-Augmented Generation. A technique where AI pulls from your own documents or database before answering — reducing hallucinations. NotebookLM uses this.
Fine-tuning
Training an existing AI model on your own data to make it better at your specific tasks. Requires technical setup. Usually done via API.
🔄 Multimodal
An AI that can work with more than just text — images, audio, video, documents. ChatGPT, Claude, and Gemini are all multimodal.