The problem with most intent data
Intent data has become a buzzword. Every data vendor now sells "intent signals" — but most of what's sold is third-party content consumption data: someone read an article about your category, so they must be in-market.
Content consumption is a weak signal. Reading about a topic is not the same as evaluating a solution.
Here are the five signals that are meaningfully predictive — ranked by strength.
Signal 1: Role-specific hiring (strongest)
When a company posts a job for a role that specifically uses or manages a technology or function you sell into, they are almost certainly evaluating or actively building in that area.
Examples:
- A manufacturer posting for an "OT Security Engineer" → likely evaluating OT security vendors
- A health system posting for a "Director of Population Health Analytics" → evaluating population health platforms
- A SaaS company posting for a "Head of Revenue Operations" → likely evaluating CRM or RevOps tooling
Hiring signals are 60–90 days ahead of a purchase decision. They require specific tracking — not keyword matching on "data" or "analytics," but role-level pattern matching against your ICP's buying triggers.
Signal 2: Funding events
A Series B or C round, a PE acquisition, or a public company's capital raise is a reliable trigger for technology investment. New money = new budget = new vendor evaluations.
For enterprise B2B:
- VC funding rounds of $20M+ typically trigger technology expansion across cloud, data, and GTM tools
- PE acquisitions trigger standardization projects (consolidating vendors across portfolio companies)
- M&A announcements trigger integration projects that require new infrastructure
Funding signals are strong but time-bounded: the highest-intent window is typically 90–180 days post-announcement.
Signal 3: Technology change events
When a company installs or removes a competing technology, you have a predictable opening.
Install signals:
- A company just migrated to Snowflake → likely evaluating data transformation and analytics tools
- A hospital system just went live on Epic → likely evaluating patient engagement and analytics vendors that integrate with Epic
Removal signals:
- A company's job postings stop mentioning Salesforce and start mentioning HubSpot → potential Salesforce churn in progress
Technology change signals require installed-base tracking — not just current installs, but change over time.
Signal 4: Leadership role changes
A new executive in a function relevant to your sale is one of the highest-intent signals available. New leaders:
- Bring prior vendor relationships and preferences
- Are motivated to make visible changes quickly
- Have budget authority to initiate new vendor evaluations
- Are actively being pitched by vendors who tracked the hire
New CIO, CTO, CISO, or VP Engineering at a target account? That's an immediate outreach trigger. The window is typically 30–90 days into tenure — after they've assessed the current state but before they've committed to a multi-year roadmap.
Signal 5: Patent and regulatory filings
For manufacturing, pharma, and medical device companies, patent filings and FDA submissions predict future technology investment.
A pharma company filing an IND application for a new compound will need: clinical trial management systems, CRO partnerships, regulatory affairs tools, real-world data access.
A manufacturer filing patents in ADAS is likely ramping engineering headcount, simulation infrastructure, and test/validation tooling.
These signals are specific to industries with public regulatory or IP disclosure requirements — but within those industries, they're highly predictive.
How to use signals in your outreach
The mistake is treating signals as a replacement for a pitch. They're not. A signal tells you *when* to reach out; it doesn't tell you *what* to say.
Effective signal-triggered outreach references the trigger specifically:
"I noticed [Company] recently posted three roles for OT security engineers — we work with several manufacturers going through similar infrastructure builds and thought it was worth reaching out."
That's not stalking. That's relevance. Buyers respond to it.
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