You'll hear these terms around AI: LLM, MoA, MoE, RAG, agents. Here's what each one actually means, how we use it to make your business run smoother — and why it keeps your costs down.
You'll hear these terms around AI. Here's what each one actually means, and how we use it to make your business run smoother — no computer-science degree required.
A large language model is the raw brain: it reads and writes like a person. Everything below is how we organize that brain so it works for your business instead of just chatting.
A brilliant new hire who's read almost everything but has never seen your business. Every framework below is how we get it up to speed on you.
Mixture of Agents: instead of one AI doing everything, a team of specialists — a writer, a checker, a scheduler — pass work between each other and check each other's answers. Fewer mistakes, better results.
One agent drafts the reply, another checks it against your policies, a third schedules it — the same review chain a good manager would run, every single time.
Mixture of Experts: one big brain with specialist regions inside. When a question comes in, only the relevant experts switch on. That's why modern AI is fast and affordable at the same time.
A simple "what are your hours" question doesn't fire the same heavyweight reasoning as a complex quote — the system spends compute only where the question actually needs it.
Before answering, your AI looks things up in your documents — your prices, your policies, your past jobs. So it answers like someone who's worked at your company for years.
This is the engine behind your knowledge vault — every guide, price sheet and past job becomes something your AI can actually look up before it answers.
Talking is nice; doing is better. Our agents can book the appointment, send the reminder, update the sheet and chase the review — real actions in your real tools, with your approval rules.
You decide what needs your sign-off and what runs on its own — an agent never touches money or sends an outward message without the approval rule you set.
Easy jobs go to fast, cheap models; hard jobs go to the heavyweights. You get top-tier quality where it matters without paying top-tier prices for every little task.
This is literally how the 19-agent UseTalos fleet keeps its own costs down — we're not describing a concept, we're describing our own daily operations.
Every answer in your company, one search away. Your second brain grows with every quote, job and customer.

Book a free, no-pressure consult. We'll look at what you've got, spot what's being underused, and show you a clear plan to get your team confident.
Free 30-minute call · No commitment · Plain English, start to finish · See what's included