Skip to content

Signals

Core concepts

Signals

Observable, dated, sourceable events that suggest a company's situation has changed.

/docs/concepts/signals04 / 20

A signal is an observable, dated event that suggests a company’s situation has changed. Not an inference about intent, not a probability score bought from a data vendor — an event that happened, on a date, somewhere you can go and look at.

Signals are the raw material. On their own they decide nothing. They become evidence when they are attached to a claim and a source, and evidence is what the qualification argument runs on.

Definition#

Something is treated as a signal only if all four of these hold.

  • Observable. A person could find it without privileged access.
  • Dated. It has an observation date, and where possible an occurrence date. These are different things and both are stored.
  • Attributable. It belongs to a specific company record, not a category.
  • Sourceable. There is a URL, a filing reference or a document the claim can be traced back to.

Anything failing one of those is not discarded — it is stored as context, and context can inform a message. It just cannot support a verdict.

Signal families#

Signals are grouped into families. Families matter because stacking counts across families, not within them: three job posts are one hiring signal repeated, not three independent reasons to believe something.

FamilyTypical sourcesWhat it usually indicates
HiringCareers pages, job boards, role repostsA function is being built or is under strain
FundingRegulatory filings, registry records, pressBudget exists that did not exist before
LeadershipAppointment announcements, profile changesA new owner with a mandate and a first-90-days plan
ExpansionPlanning records, new site listings, registrationsOperational load is about to increase
Tech changeJob descriptions, case studies, public integrationsThe stack is in motion and a slot may be open
CommitmentPublished targets, compliance deadlines, contractsA dated obligation someone has to meet
DistressFilings, closures, restructuring noticesBudget is being defended, not deployed — often a reason to hold

Recency and decay#

Signals lose weight with age, and they lose it at different rates. A funding round is still meaningful nine months on. A job post that has been open for nine months means something different from a job post published last week — possibly that nobody is being hired at all.

Every signal carries a half-life by family. Weight decays continuously rather than expiring at a cliff edge, so an account does not drop out of a shortlist overnight because a date rolled over.

FamilyDefault half-lifeNote
Funding180 daysDeployment lags announcement; the window opens later than the news
Leadership120 daysStrongest in the first 90 days of tenure
Expansion120 daysOccurrence date matters more than observation date
Hiring60 daysReposts are re-dated; long-open roles are down-weighted
Tech change90 daysRollouts are slow and the evidence is usually late
CommitmentUntil the stated dateDecays toward the deadline, not away from the announcement
Defaults. Editable per workspace in Settings → Arvyn Intelligence.

Signal stacking#

One signal is a coincidence. Three signals from three families, inside one window, is a situation. Stacking is how the engine tells those apart, and it is the mechanism that most directly produces the shortlist.

The trace below is one account over a single quarter. Read left to right: a weak hiring signal alone would not move anything; by the time an operations leadership hire, a second depot and a telematics rollout are all inside the same window, the account has an argument behind it.

Signal trace6 signalsWindow open
Hiring
Expansion
Tech change
Verdict
Q2–Q3 2026Today
Qualification
84%
Hiring
Posted 2 warehouse supervisor roles
2026-05-02
Hiring
Posted first Head of Operations role
2026-06-19
Hiring
Reposted the same role at a higher band
2026-07-11
Expansion
Planning consent granted, second depot
2026-05-28
Expansion
Depot listed as operational on site
2026-07-24
Tech change
Telematics vendor named in a case study
2026-06-30

Three rules govern stacking.

  • Cross-family only. Repeats inside a family reinforce that family’s own weight; they do not count as separate reasons.
  • Inside a window. Signals must overlap in time. Two strong signals nine months apart describe two different situations.
  • Order can matter. Funding then hiring reads differently from hiring then funding. Where the ICP names an expected sequence, out-of-order stacks are down-weighted.

What is not a signal#

These are excluded deliberately. Some of them are what other platforms sell as their core feature.

Not a signalWhy
Website visitor de-anonymisationAttribution to a company is inference, and the person doing the browsing is usually not the buyer. It cannot be cited.
Purchased “intent” scoresA number with no observable event behind it. If the source cannot be shown to you, it cannot support a claim.
Email opensUnreliable since image proxying, and tracking pixels cost more in replies than the data is worth. See deliverability.
Technology detected on a marketing siteDescribes the site, not the company. Stored as context, never as a trigger on its own.
Company anniversaries, birthdays, generic news mentionsEvents that happen on a schedule regardless of whether anything changed.
Anything behind a login you do not ownIf it is not observable without privileged access, it is not sourceable.

Next: evidence — what a signal has to be attached to before it can decide anything, and the strength grades that follow from it.