The pager fires. Chat is not the memory. Incident and change share one heartbeat. The board stays empty until a signed event is pulled. Cite both sides, or say which one is missing.
Not generic chatbotsNot company-wide vector dumpsNot per-agent SQL sprawl→Incident and change on one heartbeat
Incident and change on one heartbeat. Chat is not the memory. The board stays empty until a signed event is pulled. Cite both sides, or say which one is missing.
Same record for the pager and the change that caused it. RevOps is the same record, later — not a first-ten hero.
Start on Platform & SRE. Later recipes stay off this grid.
Multi-horizon intelligence on every vertical map
The full organizational heartbeat—live ops pulses, knowledge memory of past heartbeats, and analytics patterns—feeds a shared context plane. Agents then work across real-time rates, short-term stream history, and longer analytical or institutional patterns.
Full organizational heartbeat: live operations, knowledge memory, and analytics patterns — department-scoped, policy-gated. Every solutions vertical reuses that same governed mesh—not a chatbot skin or per-vertical product island.
The full organizational heartbeat — three connected signals
One fabric, three signals: live operations, knowledge, and analytics — department-scoped, policy-gated.
Live operations
Tickets, incidents, deploys, and customer updates, organized by team. The primary heartbeat a reviewer can see after a source, a stream, and a signed event.
Knowledge
Docs, runbooks, and memory of past heartbeats. What previous activity meant. Reviewers can open this layer in the product; do not chip it as a readiness label.
Analytics
Patterns and trends across heartbeats so agents see beyond the moment. Same rule: describe the layer, do not chip a status.
Real-time
Live pulse rates and ordered stream state from operational heartbeats agents subscribe to under MCP policy. Incidents, tickets, deploys, pipeline stages, scoped by tenant and department.
Short-term
Hours to days of stream history and rolling operational context. Lineage agents can cite. Do not invent 1h/24h/7d product windows.
Long-term
Analytical history and institutional patterns under tenancy. RCA themes, seasonality, board-ready narratives. Do not chip a status.
1
Organizational Heartbeats
Three connected signals: live ops pulses · knowledge memory of past heartbeats · analytics patterns across heartbeats
2
I/O Mesh
Governed context plane that unifies pulse, memory, and patterns under team tenancy
3
Multi-Horizon Intelligence
Real-time rates · short-term stream history · longer analytical or institutional patterns
Real-time Trends
Short-term Trends
Long-term Patterns
4
AI Agents Hear the Full Heartbeat
Policy-gated tools deliver actionable BI — not isolated events without meaning
5
The agent cites the record
Cite the signed event, not the chat.
New sign-ups for hosted plans are paused.
Later recipes
Same record, later. These are not primary mall cards. B2B SaaS, Fintech, and Healthtech stay off the first grid.
Later recipe. Same record as Platform/SRE, not a first-ten hero. Engineering, product, sales, CS, and support stay department-scoped — not a company-wide vector dump.
Later recipe. Same record as Platform/SRE when the operational path is allowed. HIPAA readiness mapping, not a clinical claims system. Not a primary mall card.
Platform & SRE on one heartbeat
The pager fires. Chat is not the memory. A heartbeat is a signed event on the record the agent cites.
PagerDuty first. GitHub second. Slack waits. The board stays empty until a signed event is pulled. Cite both sides, or say which one is missing.
RevOps is the same record, later. Other vertical recipes exist off this grid.
Get a first heartbeat
Walk the Time-to-first-heartbeat install, or open a workspace when you are ready to bind a source.