HyperC pairs the P34 decision model with Business Builder to screen deals and size buys. Free Marketplace; paid plans from $20/month. Read the review.
Researched and fact-checked by Bartu Cavusoglu · Updated October 26, 2026
HyperC is a company that researches economic decision-making and builds models, simulations and tools to put that research into practice. Its stated focus is hard problems such as incomplete information, biased histories and allocating limited capital in changing markets. The research includes work on generalized arbitrage, which asks where differences in value survive costs and risk, and which opportunities a particular business can actually capture.
The company's core model is P34, a pretrained decision model for selecting and sizing business opportunities under uncertainty. Two products put it to work: Business Builder, an app that runs in a workspace of the user's own, and a pay-as-you-go API for developers who want P34 decisions inside their own application or agent.
HyperC is in beta and says so plainly. The site notes that AI can make mistakes and that no profit is promised. It describes itself as a seller of software, intelligence, compute and infrastructure, while users own and operate their own businesses.
A user starts by choosing a market from the Market Store, describing their own idea, or bringing their own AI agent. Robots then set the market up: they find its data sources, collect the data and assemble the first menu of deals. Each menu is checked and sent to P34, which chooses what to buy and how much.
P34's choice becomes a portfolio that the user reviews. By default the agent stops after collection and preparation and waits for the user. Where a workflow supports automation, it runs within budgets, caps, audit logs and an emergency stop, and the user has to enable it explicitly.
A thinking console lets users follow each robot's reasoning, commands and results. A overview page shows all of a user's businesses, the capital at work, the markets and what each robot is doing. The sources note that the screens shown on the site use demo data.
The central feature is the combination of automated data collection and a decision model. Robots handle the crawling of authorized sources, calls to permitted APIs, normalizing listings and joining prices to outcomes. P34 then scores opportunities and is built to refuse weak ones. The site does not promise that any accepted action will be profitable.
The Full auto workspace adds a 24/7 virtual machine preloaded with market-access tools, data sources and web scraping, along with crawlers, browser automation, approved VPN, proxy and network profiles, agent skills, and monitoring by a HyperC Operations Agent. Members also get documentation, examples, a community and weekly drops of skills and market lists.
For developers, the API offers an API key on day one and free input testing through POST /validate and mock fits. Collection tools are limited to authorized and public data, and network profiles are meant for lawful regional access, privacy and testing, not for bypassing paywalls, bans or authentication.
HyperC is a company that combines economics research, market simulations and a pretrained decision model called P34 with tools to explore and operate businesses. Its main app is Business Builder, and it also offers a pay-as-you-go P34 API.
Marketplace registration is free with $1 in starter credits. Business Builder starts at $20 a month (Starter) or $200 a month (Full auto workspace). The pay-as-you-go API has no monthly fee, with tokens from $15 and 1 token equal to $1.
Yes. Free registration covers the Marketplace, where users can explore and collect market cards and publish their own idea for sale. It does not include Business Builder, which requires a paid subscription. Free API input testing is also available.
No. The site states that users still review decisions, supply capital and permissions, and handle physical work where needed. It also says it does not know how much a user could make and does not promise profit.
Not by default. Users review and authorize spending. Any supported automation needs explicit approval, budgets, caps, audit logs and an emergency stop, and must use permitted integrations and data sources.
The site names dealers, resellers and merchandisers who know a market, builders who can connect data and agents, developers wanting P34 in their own application, and small businesses wanting a sandbox. It is not for people expecting guaranteed income.
Coding helps but is not required. The site says the agent does most of the operating work, and market blueprints and templates cover common paths. Users still need to understand their market and review what the system proposes.
No. Plans are monthly product or service subscriptions or prepaid usage, with no equity, dividends or guaranteed earnings. Users own and operate their own business and keep the result, positive or negative.