Key Takeaways
- Occidental is the harness that structures and checks the Stack Advisor's work in five steps.
- The AI asks questions and writes a short intro. Plain rules and our catalog do the scoring.
- Vyebe runs the agents. It is part of Vyebe.com, a vibe coding resource site from our sister company Clickflame.
The Problem With AI Picks
Ask a chatbot which web host to use and it will give you an answer. It may even sound sure. But it can name a plan that no longer exists, quote a price from two years ago, or push a big brand because that is what it read most about online.
We did not want our Stack Advisor to work like that. So we built a harness around it and named it Occidental.
What a Harness Does
A harness is the frame that holds an AI to a job. It decides what the AI is allowed to do, what it must check, and what happens to its work before you see it. Think of it like a shop's job checklist. The mechanic is skilled, but the checklist makes sure nothing gets skipped.
Occidental has five steps.
Step one: intake
The Advisor asks a few short questions, one at a time. What does your business do? How many people? How many locations? Is the budget tight? What tools do you already use, and what can you not live without? When it knows enough, it hands a clean profile to the next step. The AI's job ends there, apart from a short intro at the end.
Step two: the candidate set
Occidental only looks at what is in our catalog. Today that is our company directory, checked in September 2026, plus our own services. If a company or product is not in the data, it cannot be picked. That one rule stops the AI from inventing a vendor.
Step three: weighted scores
Every candidate gets a score from 0 to 10 on six things:
- Fit. Do its own listed services match what you asked for?
- Scale. Is the company the right size to serve a business like yours?
- Cost to own. Only counts a price when our catalog has one we checked.
- Support. Is there a main phone line, a contact page and a real route to a person?
- Lock-in risk. How hard is it to leave later?
- Vendor health. How long has it been around, and how big is it?
Your answers set the weights. A tight budget makes cost count more. A two person shop gets more weight on support. If you say you hate being locked in, lock-in risk counts more. The scoring is plain code, so the same answers always give the same ranking.
Step four: the evidence gate
This is the step we care about most. Every line the Advisor shows you has to trace back to a field in our catalog. "Lists local SEO as a service" has to match a service the company lists. "Founded in 2012" has to match the founding year we recorded. If a claim does not match a field, the gate drops it. If a company has nothing we can back up, it drops off the list.
Step five: rank and explain
You get the top three to five picks for each need. Each one shows a bar for every score, a one line why, and a watch out. The watch out is the part most sites leave out. It might say a builder site cannot move as is, or that we have no price on file and you should get a written quote.
Where the AI Fits
The AI does two small jobs. It holds the conversation, and it writes two or three friendly sentences above your results. We give it only the facts from the ranking. If its sentences include a price or a number we did not give it, we throw them away and use a plain template.
It also speaks in leetspeak by default, because tech should be fun. Type normal and it switches to plain English.
Vyebe Runs the Agents
Occidental is the rulebook. Vyebe is what runs it. Vyebe is the agent runner that starts each AI step, passes the work along, and keeps a record of what happened.
Vyebe is part of Vyebe.com, a resource site for vibe coding, which means building software by working with AI. It is run by our sister company, Clickflame. Vyebe.com has a directory of AI coding tools, articles, and a project rescue service for apps that got stuck halfway. Forums are coming soon.
Clickflame also shares the agent skills its team wrote from real problems in production, free on GitHub.
The Same Rules for Us
T3CHS sells hosting, domains and websites. Clickflame is our sister company. Both can show up in the Advisor's picks, and both get scored by the same rules as everyone else. There is no boost and no pin to the top. When either one appears, a disclosure appears with it.
What Comes Next
Point of sale systems, work computers, networking gear and business phones are next. We will add them when we have checked each product on its maker's own site. Until then, the Advisor says it has no checked picks there instead of guessing.
Want to see it work? Try the Stack Advisor.