How do you tell what a company is building before it announces it?

What public data shows a company's plans before it announces them?

Three sources, read together, show most projects before the press release.

• Job posts: what a team is hiring to build or run, in the team's own words.
• Filings (10-K, 10-Q, 8-K): what the company says worries it, and what it plans to change.
• Public posts and talks: what its leaders say they work on this year.

What do job posts reveal that press releases do not?

A press release says what shipped. A job post says what a team plans to build next. Read every post for five things.

How do you read one job post, line by line?

Take one live Twilio billing post, checked in October 2026. Three lines answer three of the five questions.

Notice what the post does not say. It names no budget, no vendor and no deadline. A second source fills that gap.

Where do plans show up in 10-Ks, 10-Qs and 8-Ks?

• 10-K, Item 1A: the risks the company names itself. Skip the lines every filing has.
• 10-K and 10-Q, MD&A: what the company plans to change, such as systems, costs or prices.
• 8-K: big events that move fast, such as a new executive or a deal.

• SEC filings for sales prospecting: Which filing to read for which signal, and how to get alerts.

Why read job posts and filings together?

One source gives you a hint. Two sources that point at the same project give you a reason to reach out.

Twilio's 10-Q says its revenue comes mainly from usage-based fees. Its billing post says the billing platform is moving to a new architecture. A second post asks for automated data reconciliation checks.

Read together, the three lines point at one project: a billing rebuild. The filing never says so. The match is strong when both sources name the same system, and weak when they only share an area.

How do you tell a real project from routine hiring?

A real project leaves more than one trace. Routine hiring replaces a role that already exists, with generic duties and no project named.

• Several open roles describe the same system.
• A post is the first hire for a new team or a new country.
• The post names a migration, a launch or a deadline.
• A filing or a leader's post names the same work.

• Job posts that signal a new product or market: The post types that come before a launch, with the roles to watch.

When do you call, wait or skip?

Ask four questions in order. The first yes decides.

How do you tell a real B2B buying signal from noise?

Funding news and a general headline happen to buyers and non-buyers alike. Use them to word a message, not to pick an account.

• It names a problem you solve, in the company's own words.
• It has a date, and the date is recent.
• A second source agrees.
• The post is still open today. Recheck it before you use it.

What can public signals not tell you?

Treat each read as a reason to ask about their plans. Their answer confirms it.

• The budget, and who signs.
• Whether a vendor is already chosen behind closed doors.
• Private companies file nothing with the SEC, so job posts and leaders' posts carry the read.

How do you do this for every account?

The method above works for one account in one sitting. A market has hundreds, and posts open and close every week.

Kalko runs this read on every account in your market. Each one gets what it is building, who owns it, and call, wait or skip, with a dated source on each line. The trial comes with 200 credits.

• Free Claude skills: Job post decoder and call, wait or skip, to run this read on one account in Claude.
• How Kalko checks a claim: The checks every claim passes before it reaches you.

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