How TriggrTrackr Works

Step 1 — Collect press releases and news

When you search for a stock, TriggrTrackr fetches recent press releases and news articles from multiple sources simultaneously. For Swedish and Nordic stocks, this includes Cision, MFN (Modular Finance), Placera, and Finwire. For US stocks it covers GlobeNewswire, SEC EDGAR filings, and Google News. For international stocks it uses a combination of the company's investor relations page and general news aggregation.

Each source covers different types of disclosure — local and global news sources.

Step 2 — Read the full text

Headlines are not enough. A press release titled "Tesla provides business update" could contain almost anything — a new partnership, a delayed milestone, a revenue update, or a management change. TriggrTrackr fetches and reads the full text of each article, not just the title or summary.

This is where most competing tools stop. They surface headlines. TriggrTrackr reads what is inside them, because the most important information is almost always buried in the body of the release, not the headline.

Step 3 — Extract explicit triggers

The AI reads each article and identifies forward-looking statements with specific dates or timeframes. These become confirmed or near-confirmed events on the timeline. Examples:

• "The AGM will be held on 28 April" → confirmed AGM event
• "We expect to report Q2 results in mid-August" → earnings trigger for mid-August
• "The acquisition is expected to close before year-end" → corporate event trigger for Q4
• "The ex-dividend date is 3 June" → confirmed ex-dividend event

These are marked as confirmed on the timeline when the date is explicitly stated in the source text.

Step 4 — Infer hidden triggers

This is what separates TriggrTrackr from a calendar app. After reading the articles, the AI reasons about what should happen next based on the narrative arc of the company's disclosures. This is where the real value is.

If a company said "pilot results expected within three months" in an article from six months ago, and no update has been published since, TriggrTrackr flags this as an overdue milestone — an update is imminent and the market has not priced it yet. If Phase 1 clinical trials completed last quarter, Phase 2 is the logical next step and TriggrTrackr estimates when it should begin. If a partnership was announced but no revenue contribution has been mentioned, TriggrTrackr watches for the first revenue signal.

These inferred triggers are scored by confidence — High, Medium, or Speculative — depending on how explicitly the source material supports the inference. A company that said "we will announce the outcome by Q3" generates a High confidence trigger. A company that vaguely mentioned "exploring strategic options" generates a Speculative one.

Step 5 — Track across time

A single press release is a snapshot. The full picture emerges from reading them in sequence. A company might spend six months slowly building toward a major announcement — each release adds a piece. TriggrTrackr reads the entire available history (up to two years) and understands how each new release relates to what came before.

When you return to look up a stock you have previously searched, TriggrTrackr does not start from scratch. It checks for new articles published since the last analysis and runs an incremental update — checking whether watched triggers have been resolved by new disclosures, and adding any new ones. This keeps the timeline current without re-reading everything from the beginning every time.

Why not just use ChatGPT?

ChatGPT can describe a company well based on its training data. What it cannot do is read last Tuesday's press release, extract a specific commitment the board made about pilot results before Q3, and still have that in memory when the next release drops — to tell you whether the commitment was met or is now overdue.

ChatGPT gives you the investment thesis — the macro story, the sector tailwinds, the general company background. TriggrTrackr surfaces the specific, time-bound commitments buried in individual press releases, tracks whether deadlines were implied, and flags when no update has come. That requires reading the actual documents, sequentially, in context. That is what TriggrTrackr does.

Nordic coverage

Swedish and Nordic small-caps are where TriggrTrackr provides the most differentiated coverage. These companies — listed on First North, Spotlight Market, and Nasdaq Stockholm — publish frequent, detailed press releases through local outlets. The information is publicly available but rarely aggregated or analyzed in a form that individual investors can act on quickly.

A micro-cap biotech on First North might publish twelve press releases in a quarter. Each one advances the story. TriggrTrackr reads all twelve, understands the progression, and surfaces the next expected milestone. For investors following these companies, this is the difference between having a research advantage and being the last to notice something that was hiding in plain sight.