Where did we decide that?
Important decisions die in Slack threads, side conversations and meeting notes nobody indexes. Teams re-litigate, new hires can't find them, old hands forget. engr4m keeps every conversation in the graph — Ask AI searches them and cites the moment the call was made.
The meeting nobody quite remembers
Q1 kickoff. The team made a call: ship the auth rotation in two phases, owner Jane, cutover by end of April. Crystal clear in the room. Three months later, you're in a planning meeting and someone asks, "Wait — did we say two phases or three?" The room goes quiet. Someone scrolls Slack. Someone opens Notion. Someone looks for the meeting recording. Nothing matches.
You decide it must have been three phases. You move on. Two weeks later a customer complaint surfaces a regression that the original two-phase plan would have caught. You go back to find the decision — and discover that yes, it was two phases, but the third phase you added in planning collided with the original cutover. The decision wasn't lost. It was just unreachable.
1 day/week
The average knowledge worker spends one full day a week searching for information that already exists somewhere in their team's tools. Most of it is decisions they made and can't find again.
McKinsey Global Institute — The Social Economy
Your tools were built for transmission, not memory
Slack was built to broadcast. Email was built to correspond. Jira was built to track tickets. Calendar was built to schedule. None of them were designed as the team's record. So decisions made in those tools are scattered across them, indexed only by “when did this happen” and “who was in the channel.”
The wiki is supposed to be the record. But the wiki only contains what someone remembered to write down — which, by the time the decision gets edited, often isn't what was actually decided. The team's real memory is the conversation that produced the decision. And that conversation is six tools deep.
A decision that can't be recalled is a decision that doesn't exist.
Every conversation in the graph. Decisions recalled with citations.
engr4m reads every event as it lands and extracts the entities inside the text — people, repos, meetings, tickets, PRs and messages. Each one attaches to the case it belongs to and the party it concerns. Every event keeps a link back to its source so the conversation that produced a decision is never disconnected from the moment it happened.
Three months later, when the question comes up in planning, you don't scroll Slack. You ask the graph — and Ask AI searches the source conversations to find the call and cite it.
Two-phase ship. Phase 1 by Apr 30, phase 2 by May 15. Owner: Jane. Decided in the Q1 kickoff sync, reaffirmed in #engr4m-eng on Feb 12.
Three citations. The original decision, the reaffirmation, the ticket that captured the spec. Total time to recall: eight seconds. You click the calendar citation and re-read your own note from the meeting. The decision is exactly what you remembered. Planning unfreezes.
- Decisions die in tool-specific archives.
- Teams re-litigate quarterly.
- New hires can't find the why behind the what.
- The wiki ends up as the loudest editor's version.
- Every conversation kept in the graph, linked to its case.
- Recall in one question with cited sources.
- New hires read the actual conversation, not a summary.
- Provenance preserved — the source event is one click away.
What the graph remembers for you
Conversations linked to cases and parties
Every message, mail, meeting, ticket and PR attaches to the case and party it belongs to — so the conversations that produced a decision live alongside the work they shaped.
Citations on every answer
Ask AI doesn't paraphrase from a wiki — it cites the exact Slack message, calendar invite or PR comment where the decision was made.
Provenance, not summary
The decision keeps its link to the source event forever. Re-read the original conversation, don't trust a synopsis.
Scoped to the case and party
Decisions live inside the case they belong to, so the next time the topic comes up you see every related call in one place.
Drill from any answer to the moment
Every citation is a link. Click through to the source event and read the full context — channel, thread, attendees, attachments.
Onboarding without archaeology
New hires ask the graph instead of dragging the team through Slack history. Same answers, none of the social cost.