BlogReal-time intelligence for everyday people
Real-time intelligence for everyday people: how AgentStructure apps work
Important news now moves faster than anyone can watch. AgentStructure apps watch for you and send an alert by text, email or your favorite AI when something matches what you care about.
AgentStructure.AI5 min de lectura
Funciona con
- Muse.ai
- Instinct
- Grok
- Claude
- ChatGPT
- Cualquier asistente compatible con MCP
Este artículo solo está disponible en inglés.
Key takeaways
The short version.
- The problem: the things that matter to you change all day, and you cannot watch them all.
- AgentStructure apps watch specific sources for you and send an alert only when something matches what you picked.
- You can receive alerts by text, email, or in your favorite AI, such as a personal AI like Instinct or Muse.
- Every alert comes with sources and links, and the apps report only: no advice, no trades, no actions on their own.
- The apps are free during the beta, and setup takes a few minutes.
Who it is for
Why does it feel impossible to keep up with what matters to you?
Here is the problem.
Most people end up checking when they remember to, or hearing about it late from someone else.
AgentStructure is the real-time intelligence layer personal AIs plug into.
Here is the problem. A company files a notice about a leadership change. A government agency posts a contract that fits your business. A job that suits your résumé goes up in the morning and is buried by the afternoon. A federal agency opens a comment period on a rule that touches your work. All of it is public, but it is scattered across many sites, and nobody has time to check them all every day.
Most people end up checking when they remember to, or hearing about it late from someone else. By then the deadline is close, the market has moved, or the job has plenty of applicants.
AgentStructure is the real-time intelligence layer personal AIs plug into. Each app watches one kind of source around the clock and tells you when something matches what you chose to follow. You get the alert by text, by email, or inside your favorite AI assistant. A personal AI such as Instinct or Muse is a natural fit, because you can then ask follow-up questions in plain language.
This article is for anyone who would rather be told than go looking: small business owners, job seekers, people who follow a portfolio or a policy topic, and anyone curious about the news that moves things.
Use cases
4 ways people use Real-time intelligence for everyday people.
- SEC filingsSEC filings
1. A watchlist company files something important
Say you own shares in a few companies and cannot read every filing. SECstocksignals.com sends a real-time alert when a breaking SEC filing hits a company on your watchlist, with AI analysis of what changed and what it could mean for your holding.
For example, a new 8-K says the chief financial officer is changing. The alert tells you which company, what changed and why it may matter, with a link to the original. What you do next is up to you: read the filing, ask follow-up questions, or decide nothing needs to change. The app reports; it does not give investment advice.
- Contract alertsContract alerts
2. A contract opportunity that fits your business
Say you run a small construction or cleaning company and want to bid on government work. GovContracts.Money identifies new government contract opportunities relevant to your business and texts them to you as soon as they appear.
For example, a federal janitorial services solicitation in Virginia matches your watch. The text includes the deadline and the official SAM.gov link. Your next step is to open the listing, check the requirements and decide whether to bid, before competitors have even noticed it.
- Job matchesJob matches
3. A job that matches your résumé, posted this morning
Say you are looking for work and do not want to refresh job boards all day. RoleRank.me continuously compares new openings with your résumé and experience, and texts you the most relevant ones as soon as they are posted.
For example, an Operations Manager role goes up that matches the strongest skills on your résumé. The alert includes the apply link, and you can ask your AI why it fits and what it may be missing. Then you tailor your application and send it early.
- Rules and opinionRules and opinion
4. A new rule or a shift in public opinion on your topic
If a regulation could affect your work, FedRegTracker.com follows new Federal Register rules, proposed rules and notices on the topics you pick. For example, an alert might say a proposed rule from the EPA on your topic closes comments on a certain date, with a summary and link, so you can decide whether to submit a comment.
If you follow a public issue, OpinionPulse.APP joins the latest poll headlines with overlapping Polymarket and Kalshi prices and an X volume label, then tells you whether opinion is shifting, with every source attached. PoliticalPredictions.APP does something similar for posts: it tells your AI assistant which prediction markets you follow could be affected by a political post. Both are informational only.
On your phone
What the alerts look like.
Figure 1
Figure 2
Figure 3
Example alerts. Every name, number and event shown is illustrative.
How to
How do I start getting alerts?
Step 1
Open the site of the app that fits your problem, for example secstocksignals.com, govcontracts.money or rolerank.me, and sign in.
Step 2
Pick what to watch: your companies, your business type, your résumé, or your topics.
Step 3
Choose how you want alerts: text, email, or your favorite AI.
Step 4
To use an AI assistant, connect it with the API key and MCP address from the app's connect page.
The apps are free during the beta. FedRegTracker.com, ClinicalTracker.org, LocalEventsTracker.com and Realty.Bingo are free trackers with their own sites, where you choose what to watch and get alerts.
FAQ
Frequently asked questions.
Do these apps give advice or trade for me?
No. They report what they find, with sources. They give no investment, medical or legal advice, and they never trade or act on their own.
How do I receive the alerts?
By text, by email, or in your favorite AI. A personal AI such as Instinct or Muse is a natural fit because you can ask follow-up questions.
Are the examples in this article real news?
No. The companies, jobs, contracts and numbers here are illustrative, to show how an alert reads.
Do I need all the apps?
No. Pick the one that matches the problem you have. Each app watches one kind of source.
Does it cost anything?
The apps are free during the beta, including premium features.
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