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BlogWhat an alert is built from: a source, a change and a summary

What an alert is built from: a source, a change and a summary

Every AgentStructure alert has the same three parts: a public source, a change worth noticing, and a short summary with a link back. Here is how that works across SEC filings, contracts, jobs, polls and more.

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A good alert is a source, a change and a summary, and every AgentStructure app is built on that same recipe.
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Example alert. Names and numbers are illustrative.

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Key takeaways

The short version.

  • Every alert starts with a named public source, so you can check it yourself.
  • An alert fires on a change, not on a schedule of noise: a new filing, a new listing, a shifted poll.
  • The summary says what changed and why it may matter, then links to the original.
  • You can receive alerts by text, email, or through your favorite AI, such as a personal AI like Instinct or Muse.
  • Apps report only. They never give advice, place bets or trade on their own.

Who it is for

Why do so many alerts feel like noise?

  • Most people have been burned by bad alerts.

  • The other problem runs the opposite way.

  • AgentStructure is the real-time intelligence layer personal AIs plug into, and its apps are built to fix both problems with one recipe.

Most people have been burned by bad alerts. A phone buzzes, the message says something vague, and you cannot tell where it came from, what actually changed, or whether you should care. After a few of those, you stop reading them. Then the one that mattered goes by unnoticed.

The other problem runs the opposite way. Important things happen in public all the time: a company files a notice, an agency opens a comment period, a new job is posted, a poll lands. Nobody has time to sit and refresh those pages, so people hear about them late, if at all.

AgentStructure is the real-time intelligence layer personal AIs plug into, and its apps are built to fix both problems with one recipe. Every alert has three parts: a source, a change and a summary. If an alert is missing any of the three, it is not ready to send. The apps are free during the beta.

Use cases

4 ways people use What an alert is built from: a source, a change and a summary.

  1. Source first

    1. A source you can check: an SEC filing

    Say you hold a few stocks and put them on a watchlist in SECstocksignals.com. The source is the SEC filing itself. When a new 8-K appears for one of your companies, the alert names it, so you are never asked to take anything on faith.

    The alert then tells you what changed. For example, the company's chief financial officer is changing. You read the short explanation of what that could mean for your holding, open the link to the original filing, and decide for yourself. The app reports; it never tells you to buy or sell.

  2. Change, not noise

    2. A change that matters: a new contract opportunity

    Picture a small business owner in Virginia who does janitorial work. Checking federal listings by hand every day is a chore. In GovContracts.Money, the owner sets up a watch, and the change that triggers an alert is simple: a new opportunity that matches it.

    The text says a new federal solicitation just appeared, gives the deadline and links to the official SAM.gov page. The owner reads the requirements, decides whether to bid, and starts the paperwork before competitors have noticed. The free plan includes unlimited searches and 1 watch.

  3. Summary with sources

    3. A summary that saves time: a shift in public opinion

    Now take someone who follows a political topic. OpinionPulse.APP joins three kinds of source: public poll headlines, overlapping Polymarket and Kalshi prices, and an X volume label. The change it looks for is a shift, for instance a new poll that the markets have not yet reflected.

    The summary says what each source shows and attaches every one of them. You can ask follow-up questions and judge the evidence yourself. It is data, not advice, a trade or a vote call. Alerts on topics you follow are part of premium, which is free during the beta.

  4. One pattern everywhere

    4. The same recipe in the other apps

    The pattern repeats elsewhere. RoleRank.me compares new openings with your résumé, so the change is a new job and the summary says why it fits. PoliticalPredictions.APP watches public political posts and says which prediction markets you follow could move. FedRegTracker.com follows new rules and notices on topics you pick.

    CatholicReminders.org, ClinicalTracker.org, LocalEventsTracker.com and Realty.Bingo follow it too, covering the liturgical day, trial status changes, local events, and new listings or price drops. Different sources, same three parts.

On your phone

What the alerts look like.

SEC filing

Figure 1

Source: an 8-K. Change: new CFO. Summary: what it may mean.
Contract match

Figure 2

Source: SAM.gov. Change: a new matching opportunity.
Opinion shift

Figure 3

Sources: polls, markets and social volume. Change: a shift.

Example alerts. Every name, number and event shown is illustrative.

How to

How do I start receiving alerts?

  1. Step 1

    Pick the app that matches what you want to follow, such as secstocksignals.com or govcontracts.money.

  2. Step 2

    Open the site, sign in and pick what to watch: a watchlist, a topic, a location or a résumé.

  3. Step 3

    Choose how you want to hear: by text, by email, or in your favorite AI. A personal AI such as Instinct or Muse is the natural fit.

  4. Step 4

    To use an AI, open the app's connect page and copy the API key and MCP address into your assistant.

The simple trackers (FedRegTracker.com, ClinicalTracker.org, LocalEventsTracker.com and Realty.Bingo) have their own sites with their own setup. Everything is free during the beta.

Open What an alert is built from: a source, a change and a summaryConnect your AI

FAQ

Frequently asked questions.

Why does every alert name its source?

So you can verify it. The summary helps you read faster, but the original filing, listing, poll or notice is always the thing to trust.

Do the apps give advice or act for me?

No. They report what changed. They never give investment, medical or legal advice, and they never place bets, trade or act on their own.

Can I ask questions about an alert?

Yes, if you connect your AI assistant. For example, you can ask what a filing change could mean, or which of your markets a post could move, and get an answer built from the same sources.

Do I need an AI assistant to get alerts?

No. You can receive alerts by text or email. Connecting an AI just lets you ask follow-up questions.

What does it cost?

The apps are free during the beta.

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