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Binary Prediction and Artificial Intelligence = Automation for Businesses

1•ZekeV•1h ago
Hi! I recently came across the thought while building and Artificial Intelligence Operating System to automate Business & Employees that I believe businesses at any scale should be using binary Prediction systems in there software. We are seeing a huge scale in these systems right now as Polymarket and Kashi are growing at a very exponential rate. If you are unfamiliar with the methods of these Binary prediction systems let me explain. Polymarket uses as on a scale from 0 to 1, so 0-0.5-1, 0=false or no, 1=true or Yes. See each "Question" In polymarket starts at .5 or .50 or 50% right in the middle of 0 and 1 and when you vote and give your money to them for say I vote yes it sways that value to say 65% or .65 depending on the volume of voting and swaying obviously.

Now i'm sure your asking why and how is it possible for these company's to integrate these systems or Bayesian Formula into there software and why does Artificial Intelligence matter. This system with the right amount of volume allows us like never before to guess the future to an extensive rate like we have never seen before, and its pretty accurate. Now image you are using Polymarket and you have the option for a person who has 10x the intelligence as you to replace you and place your inputs for you. Surely you would take this option right? It makes the most sense?! Right!? Right.

I have taken Binary Prediction method and Combined it with an intelligent learning system. Users, Business Owners, Employees like you can join this application and connect your integrations like Gmail, Stripe, Shopify, Asana, Slack, Google Calendar and allow the environment to catch events from those integrations - for example A Shopify order comes in "Order #1004" as soon as it is caught the system checks other integrations connected and paves a route of the Event "Order #1004", When you the user click this Order it shows you the route like "Fulfill Order", "Compose Email to User being thankful for order", "Update the Team in Slack about Order", "Create Calendar event to fulfill order later", among various things. And in one button you can complete all the Actions per the Event and integrations. This Environment uses Binary Prediction to intelligently pre-fill these Actions off of the Event Context and it learns and adapts to you the longer you use it. My hope is in the future, this environment along with enough data can guess where and when future payments, orders, tasks, anything you can think of business wise, and work on them before they even arrive so you can focus on the things that matter.

I hope you found this interesting-- I built this in my dorm room so check it out, Build Something Great- Zeke, https://harmonized-ai.com

Comments

spaceprison•55m ago
Your homepage looks cool but doesn’t explain what the product does.

This is just one man’s take:

“The Human-AI Operating System” is marketing vapor. “Harmonize your workflow” tells me nothing. The three feature boxes—“Intelligent Automation,” “Seamless Integration,” “Adaptive Learning”—could describe any SaaS product from the last five years.

I had to scroll to the demo video to understand you’re building event-driven workflow automation. That should be the first sentence.

Compare to your explanation: “Shopify order comes in, system checks integrations, shows you the route, one button completes all actions.” That’s clear. That’s what someone needs to know in five seconds.

Your homepage buries the actual value under abstraction. No one knows what “harmonize” means operationally. They don’t know what problem you’re solving or what actions the system takes.

Strip out the philosophy. Lead with the mechanism: “When business events happen, we route them across your tools automatically. One click fulfills orders, notifies teams, updates calendars. The system learns your patterns and gets smarter over time.”

Then show the integrations—Gmail, Shopify, Stripe, Slack, Asana. People need to see “oh, this connects the tools I already use.”

The cosmic language (“reshape how humans and AI collaborate”) actively obscures what you built. You’re competing for attention against a thousand AI startups using identical words. Specificity is your only advantage.

What does the product actually do in the first 60 seconds after someone signs up?