In this article
Incidents that leave a public record
Engineering teams post about CI failures for several reasons: to explain a release delay, to document a recovery process, to share a lesson with the community, or to ask for help with a specific problem. All of these leave a public record.
A public incident post is different from a general complaint about a tool. It contains specific information: what broke, what the team tried, how long it took to recover, and sometimes what they are changing as a result.
Mach has no special rule for incident posts. It reads a post against what you sell, who wrote it and how recent it is. The three things below are our advice for judging an incident post by hand: a specific tooling gap, the people involved, and a date inside a window where a follow-up is likely to be timely.
Three things a CI incident tells you
The first signal is the tooling gap. A flaky test suite, a deployment configuration error, a broken dependency, and an infrastructure capacity problem each point to a different kind of solution.
Second is the people named in the incident post. The engineer who wrote the post-mortem is usually the most technical person on the response. The manager mentioned in the escalation is usually the budget holder.
Third is the timeline. A two-hour outage resolved with existing tools is different from a multi-day incident that required external help. In our view duration is a proxy for severity and therefore for buying motivation. Mach does not read incident duration.
The tool gap is the buying signal
The tool gap is the most important signal because it defines what you are selling into. A team that lost two hours to a flaky test suite is a prospect for test reliability tooling rather than deployment automation.
Mach checks each post against the problems you sell a fix for. If none matches, it sets the lead aside with the reason 'No sign they need this work'.
An incident where the team already named the tool they are switching to is a closed decision. Mach marks that check as missing, so the lead cannot be Reach out now, though it can still be Worth a look. Outreach in that case should acknowledge the switch and offer a comparison instead of pitching the category as if the decision is open.
The responders are the contacts
The responders named in the incident post are more valuable contacts than the general engineering team. They were involved in a problem that affected the business, so they understand the gap firsthand.
A first message to the incident responder can reference the specific incident without it feeling intrusive if the message is relevant to the gap. A generic DevOps pitch to the same person is much less likely to get a response.
Mach's research brief lists the people who hold a buying seat at the company, each with a role: decision maker, champion, approver, evaluator, influencer or unrelated. It does not pull names out of an incident post, so read the post for the responders yourself.
Timing the follow-up correctly
The buying window for an incident signal opens after recovery. A team in the middle of a CI failure is focused on restoring service and cannot evaluate new tooling.
We advise reaching out two to four weeks after the incident is resolved. By then, the team has documented what happened, leadership has been briefed, and the question of what to prevent next time is active.
We also advise treating an incident post older than 90 days as likely settled, because it has usually led to a decision, positive or negative, about what to change. Outreach on a stale incident risks arriving after the buying decision has been made without you. Mach keeps an outage signal live for 60 days and a post for 30.
What to check before outreach on an incident signal
Before acting on a CI incident signal, check the post date, the gap description, and the named contacts. If any of the three is missing, the signal is incomplete and the outreach will be generic.
Check whether the team named a replacement tool in the incident post or in follow-up comments. If they did, adjust the outreach to acknowledge the switch rather than pitch the category from scratch.
If the incident is recent and the gap matches what you sell, run full account research before drafting the message. The research brief will add context about the company's engineering team, their stack, and any other signals that strengthen the case for reaching out now.
