Intent signals: finding companies before their data disappears

Most company data is not lost in a dramatic event. It disappears quietly, when subscriptions lapse and workspaces are deleted after a shutdown, merger or migration. For an AI lab sourcing operational data, reaching a company a few months early rather than a few months late can be the difference between a connected multi-year history and nothing at all.

A company's operational history lives in its SaaS tools: chat, email, docs, tickets, code, CRM, support and finance systems. Those records exist only as long as someone keeps paying for them and nobody deletes them.

When a company winds down, the order of events usually works against preservation. Staff leave, the admins who knew where everything lived are gone, subscriptions are cancelled to save cash, and the remaining officers focus on creditors, employees and contracts. Nobody is thinking about the archive. By the time a liquidator or assignee is appointed, some systems may already be gone. We cover this from the seller's side in timing matters: data value before and after a shutdown.

The same thing happens in less final circumstances. An acquired company migrates to its parent's tools. A growing company switches trackers and does not bring the history across. A team retires a product and archives its workspace.

An intent signal is a public or observable indicator that a company may soon be in a situation where licensing its data makes sense. None of them is proof. Together, they help a sourcing team decide where to call first.

• Wind-down indicators. Announced closures, layoffs, sharply reduced hiring, offices being vacated or a product being sunset.
• Corporate events. Acquisitions, mergers, asset sales and restructurings, where the acquired company's tools are often consolidated or switched off.
• Tool-stack changes. Evidence that a company is moving off a chat platform, ticket tracker or code host, which can show up in technographic data and in job postings that mention a new stack.
• Leadership changes. Departures of founders or operations leaders, or the appearance of interim and restructuring roles.
• Advisor involvement. Appointments of liquidators, assignees or restructuring firms, where those are disclosed.
• Operating-company signals. Not every seller is closing. Companies looking for non-dilutive revenue, finance teams reviewing underused assets, or businesses that have retired a product line can all be good fits.

Signals are only useful when combined with fit. A company that is winding down but only ever used email is a weak match for a brief that needs chat, tickets and code. That is why intent signals sit on top of technographic targeting, not in place of it. Targeting by tool stack describes that first layer.

Signals also age. A layoff announced last week means something different from one announced a year ago, when the company may already have closed and its workspaces with it. A sourcing team that treats signals as a ranked, constantly refreshed list, rather than a one-time filter, spends its calls where the records are most likely to still exist and the decision-makers are most likely to still be reachable.

A signal tells you who to call. It does not tell you how the call should go. Companies near a wind-down are going through a hard period, and the people who can sign, a director, officer, liquidator or assignee with authority over company assets, have many competing demands.

Good outreach reflects that. It is short, specific and useful: the company's records may have value, the process takes about an hour of their time, sensitive categories such as HR, payroll, medical and legally privileged folders are excluded by default, and payment goes to the company entity, where it can be distributed like any other recovery. It does not pressure. Some companies will not be interested, and that is fine.

This is familiar ground for Martal Group. We have 17 years of B2B outbound behind us, with more than 200 onshore sales reps across the US, Canada, the EU and LATAM and experience prospecting 24 industries. Signal-driven prospecting is part of how our reps work: a power dialer, email and LinkedIn, pointed at accounts where something has changed. Reaching the person who can sign goes into who that person usually is.

If timing matters for your sourcing, say so in the brief. A sourcing brief already covers sector, headcount, tool stack, years of history and regions. It should also state whether you want operating companies, winding-down companies or both.

Winding-down companies often have long histories and a clear reason to act, but the window is short. Operating companies move at their own pace and their records are still growing, but their decision-makers have fewer reasons to prioritize the conversation. Many labs want a mix. Being explicit helps the sourcing team weight the signals correctly from the start.

It also helps to say how quickly you need delivery. Datasets are evaluated, anonymized in house and delivered on a rolling basis, so a campaign aimed at time-sensitive companies can start producing data while the rest of the list is still being worked. Every dataset arrives with people, companies and accounts replaced by consistent tokens, and under a licence limited to training and evaluation, with no right to contact, profile or re-identify anyone in it.

Operational histories that took years to build are routinely deleted because nobody asked whether they were worth keeping. Intent signals do not create that supply. They help find it while it still exists, and they let a lab spend its outreach where the clock is running.

If you want to reach companies before their records disappear, send us a sourcing brief.