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.
I/O Mesh use cases — real-world workflow maps
Same governed mesh for every workflow: dept.* products, policy-gated MCP, Build · Steer · Compound. Live heartbeats feed multi-horizon intelligence with private evals — not generic AI or public ROI claims.
Methodology: Build · Steer · Compound · Verticals: Vertical solutions · Platform: Platform capability map
Not generic copilotsNot company-wide vector dumpsNot unmeasured demosNo customer logo walls or public ROI claimsWorkflow maps with private evals on your actual facts
Every use case on the same governed mesh: dept.* products, policy-gated MCP, Build · Steer · Compound.
Live heartbeats (tickets, incidents, deploys, pipeline stages, support, metrics) feed one fabric. Agents combine real-time, short-term, and longer context under policy.
Filter or browse maps: connectors, private eval path, multi-horizon framing, outcome signals — not generic copilots or vector dumps.
BI that starts from organizational heartbeats
Modern agent BI is not another dashboard warehouse. Teams need continuous pulses from live work—incidents, tickets, deploys, pipeline stages—joined with short-term rolling context and longer institutional or analytical memory under policy.
Private evals only (no public lift %).
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.
BI & multi-horizon intelligence — start here
Elevate organizational heartbeats into multi-horizon agent intelligence. These maps are production-shaped workflow stories on the public site—not third-party customer logos or quantified ROI claims.
Incident response — page, change, notes
Operational mesh
Live incident pulses with change correlation and RCA patterns on your facts. PagerDuty then GitHub. Slack waits. Private evals only. Not a PagerDuty replacement.
See the full workflow, private eval path & outcome →
Platform SRE — reliability and change on one record
Operational mesh
Deploy and incident narratives on one record. Connect the service that pages you and the repo that shipped the change. Slack waits. Private eval: time to a linked PR. Not a Datadog replacement.
See the full workflow, private eval path & outcome →
Account health — CS and support on one record
Operational mesh
CS and support multi-horizon health when those streams exist. Salesforce and Zendesk are live connectors only where allowed — a catalog name is not Connected. Private evals only. No renewal lift percent. No logos.
See the full workflow, private eval path & outcome →
Finance analytics
Analytical bridge
Analytical bridge — freshness and lineage when allowed. Not SQL in the prompt. Beta — not GA. Private evals. No board ROI claim.
See the full workflow, private eval path & outcome →
AI SRE investigation
Correlate the page, the change, and notes you already wrote. PagerDuty then GitHub. Slack waits — no Slack Exists memory. Private evals only. Not a PagerDuty replacement.
Incident & on-call →Support health & seasonality
CS and support multi-horizon health when those streams exist. Salesforce and Zendesk are live connectors only where allowed — a catalog name is not Connected. Private evals only. No renewal lift percent.
Account health & care →Engineering velocity pulses
Deploy and incident narratives on one record. PagerDuty and GitHub. Slack waits. Catalog listing is not Connected. Not a Datadog replacement.
Platform SRE →RevOps multi-system truth
Event-time pipeline and support facts when those streams land. Salesforce and Zendesk when live. Slack waits. Catalog listing is not Connected. Private evals only — no public lift %.
GTM scale →Governed long-horizon metrics
Board and FP&A briefings need freshness-governed metric views—not unconstrained warehouse SQL inside prompts.
Finance analytics →
12 workflow maps across all categories — pick a tab to filter by foundation, reliability, revenue, knowledge, analytics, or corporate ops.
Incident response — page, change, notes
Reliability & AI SRELive incident pulses with change correlation and RCA patterns on your facts. PagerDuty then GitHub. Slack waits. Private evals only. Not a PagerDuty replacement.
Pain: Incidents, fixes, and discussion threads span PagerDuty, GitHub, and Slack. Chat copilots lose links after the fire; rep…
Outcome: Live incident pulses join the change pulse and the notes you already wrote. Digest cites incident + PR/deploy + RCA path, or names the miss.…
Workflow: Ingest on-call and engineering signals → Link enrich across tables → local MIT memory recall → MCP operator tools
Private eval path: Wire PagerDuty and GitHub, drop notes you already wrote. If the digest cannot name all three, it says so. Slack waits. Private evals on your facts — no MTTR percent. Create a workspace when you are ready.
- Operational mesh
- Knowledge mesh
Platform SRE — reliability and change on one record
Reliability & AI SREDeploy and incident narratives on one record. Connect the service that pages you and the repo that shipped the change. Slack waits. Private eval: time to a linked PR. Not a Datadog replacement.
Pain: Internal platform incidents and deploys sit in different tools; agents cannot reuse change and on-call context.
Outcome: Reliability and velocity pulses on one record — live deploy/incident heartbeats, short-term change context, compounding RCA with private eva…
Workflow: Instrument platform ops → Link enrich internal RCA → MCP platform tools → Private reliability evals
Private eval path: Connect PagerDuty and GitHub on the same fabric. Slack waits. Private evals on time-to-linked-PR and RCA completeness. Zendesk optional later — not Stage 0 required. Create a workspace when ready.
- Operational mesh
Governed eng/product heartbeats from week one. Start with GitHub. Slack waits. Private evals on launch blockers. After PD+GH spine if they page.
Pain: Engineering and product context lives in GitHub, Slack, and ad-hoc docs — copilots miss blockers.
Outcome: Department-scoped operational mesh from the first commit — judgment compounds with audit boundaries, not a shared vector dump.
Workflow: Connect engineering signals → Route by department → Compound into memory → Prove recall with private evals
Private eval path: Start with GitHub signed events under department tenancy. Slack waits. If you page, add PagerDuty next. Private evals on your facts. Create a workspace when ready.
- Operational mesh
Offline CI — Local smoke for ingest, linking, and agent eval — no Docker, no live connectors. Prove fixtures first, then PagerDuty and GitHub. Slack waits.
Pain: Teams jump to Docker compose and live connectors before they know whether ingest, linking, and agent eval pass. The harn…
Outcome: A local evaluator path: committed scenario tests for ingest, linking, and agent eval without Docker or live connectors. Prove the harness on…
Workflow: Run committed fixtures → Prove the harness first → Wire PagerDuty and GitHub later → Create a workspace when ready
Private eval path: Prove ingest, link, and agent-eval fixtures locally. Wire PagerDuty and GitHub when you want signed events. Slack waits. Create a workspace when ready.
- Operational mesh
GTM scale — multi-system RevOps on the mesh
Revenue & customer healthEvent-time pipeline and support facts when those streams land. Salesforce and Zendesk when live. Slack waits. Catalog listing is not Connected. Private evals only. No public lift %.
Pain: CRM, tickets, and threads often disagree at event time. Reps and agents swivel between systems; expertise resets when mo…
Outcome: Event-time pipeline and support facts when those streams land. Salesforce and Zendesk when live. Private evals on your facts — no public lif…
Workflow: Unify GTM ingress → Cross-department enrich → Memory and MCP recall → Private evals on pipeline and support facts
Private eval path: Connect Salesforce and Zendesk when those paths are allowed. Slack waits. Private evals on your facts — no public lift percent. Create a workspace when ready.
- Operational mesh
GTM pipeline — sales automation on the mesh
Revenue & customer healthOptional Stage 1+ discovery only — not Stage 0 lead. Governed sales pipeline on dept.sales.* — Beta growth-suite path. Salesforce as live CRM connector where you run it — catalog listing is not Connected.
Pain: Leads arrive via webhooks, product signals, and CRM with no durable loop. Outreach automations live in n8n silos disconn…
Outcome: Native GTM pipeline on dept.sales.* (Beta growth-suite) compounds pipeline judgment you own. Salesforce stays available as a live CRM connec…
Workflow: Webhook fabric → Marketing connectors → Automation studio → CRM API bidirectional sync
Private eval path: Leads and automations often sit outside governed agent context. Native GTM pipeline on dept.sales.* (Beta growth-suite). Salesforce is a live CRM connector where you already run it — a catalog name is not Connected. No public lift %. Create a workspace when ready.
- Operational mesh
Account health — CS and support on one record
Revenue & customer healthCS and support multi-horizon health when those streams exist. Salesforce and Zendesk are live connectors only where allowed — a catalog name is not Connected. Private evals only. No renewal lift percent. No logos.
Pain: CRM and tickets often disagree at event time. Reps paste exports into chat; wrong-account replies and slow escalations f…
Outcome: CS and support multi-horizon health when those streams exist. Salesforce and Zendesk are live connectors only where allowed — a catalog name…
Workflow: Merge CRM and ticketing when allowed → Account 360 narratives → Governed agent tools → Private evals on your facts
Private eval path: When Salesforce and Zendesk streams are allowed, agents read health and support burden under the same tenancy as ops. Catalog listing is not Connected — do not treat a card as bind. Analytical bridge stays Beta. Private evals on your facts. No logos. Create a workspace when ready.
- Operational mesh
Product docs — docs as mesh products
KnowledgeOptional later: Docs as products — Knowledge path. Docs wait; not Stage 0 lead.
Pain: PRDs and runbooks scatter across Notion and Confluence. Agents cite stale doc chunks disconnected from live incidents an…
Outcome: Docs as mesh products — ingest doc changes as governed products under department tenancy. Knowledge mesh stays Beta — not GA. Private evals…
Workflow: Ingest doc platform webhooks → Catalog contracts → Cross-link to ops evidence → Governed recall
Private eval path: Ingest doc changes as governed products under department tenancy. Knowledge mesh stays Beta — not GA. Private evals on your facts. Create a workspace when ready.
- Knowledge mesh
- Operational mesh
Finance analytics — metrics & semantic layer
Analytics & long-horizon BIAnalytical bridge — freshness and lineage when allowed. Not SQL in the prompt. Beta — not GA. Private evals. No board ROI claim.
Pain: Agents either invent numbers from unconstrained warehouse SQL or rely on stale spreadsheet exports. Metrics lack governe…
Outcome: Analytical bridge products (Beta) turn dbt metrics and warehouse CDC into agent-ready live views with FAIR metadata. Real-time metric pulses…
Workflow: Ingest metrics and warehouse CDC → Federate upstream lineage → Catalog discovery → Compose multi-horizon views for agents
Private eval path: Start with catalog discovery (Beta) → open dbt/warehouse Beta path → compose with CRM or support context under the same dept.* tenancy → measure freshness SLO and narrative accuracy (private evals only).
- Analytical bridge
Finance ops — close narratives on the mesh
Corporate opsFinance ops / close narratives on governed streams. Optional analytical bridge stays Beta — not GA. Private evals. No invent lift.
Pain: Close and ops facts often live in spreadsheets and CRM side paths. Agents cannot trace month-end anomalies to governed c…
Outcome: Close narratives on governed streams. Supplemental finance streams under department tenancy. Optional warehouse / dbt / analytical views sta…
Workflow: Finance supplemental ingest → Optional analytical bridge stays Beta → Strict audit for regulated evaluators → Compound close judgment
Private eval path: Supplemental finance streams under department tenancy. Optional warehouse / dbt / analytical views stay Beta — same honesty as finance-analytics, not GA. Private evals on your facts. No public lift %. Create a workspace when ready.
- Operational mesh
- Analytical bridge
People ops — HR context under tenancy
Corporate opsHR context under department tenancy. Private evals on your facts. Not a Stage 0 discovery lead.
Pain: People data needs audit boundaries, not a company-wide dump. HRIS exports sit outside the agent fabric or leak into unco…
Outcome: Supplemental people-ops streams under department tenancy. Private evals on your facts.
Workflow: Supplemental HR ingest → Department routing → Cross-link to ops context → Governed MCP access
Private eval path: Supplemental people-ops streams under department tenancy. Private evals on your facts. Create a workspace when ready.
- Operational mesh
Legal ops — compliance context on the mesh
Corporate opsCompliance context on governed streams. Drive/SharePoint stay Beta — not GA. Private evals on your facts. Not a Stage 0 discovery lead.
Pain: Legal and compliance narratives need governed streams. Contracts live in Drive or SharePoint silos disconnected from fin…
Outcome: Compliance context on the mesh — vendor contracts and policies as dept.legal.* products. Drive/SharePoint connectors stay Beta — not GA. Pri…
Workflow: Ingest legal supplemental data → Knowledge mesh lineage → Policy governance → Compliance add-on path
Private eval path: Legal supplemental ingest on governed streams. Drive/SharePoint connectors stay Beta — not GA. Private evals on your facts. Create a workspace when ready.
- Knowledge mesh
- Operational mesh
Quick reference — pain → mesh advantage → multi-horizon measures (private evals only)
Measurement is private-eval driven on your data — we do not invent customer lift percentages for marketing copy. Private-eval template (after a paying Base exists).
| Use case | Primary pain today | I/O Mesh advantage | What you measure (private evals) |
|---|---|---|---|
| Incident & on-call (multi-horizon RCA) | Tribal knowledge + alert noise after the fire | Live reliability pulses + linked PRs/on-call notes. Slack waits — no Slack Exists memory. Not a PagerDuty replacement. | Time-to-linked-PR · similar-incident recall · RCA narrative completeness |
| Platform SRE & velocity pulses | Change + incident narratives siloed from agents | PagerDuty + GitHub heartbeats. Slack waits. Catalog listing is not Connected. Not a Datadog replacement. | Time-to-linked-PR · on-call narrative quality · recovery context recall |
| GTM scale — multi-dept journey BI | CRM vs support swivel-chair BI | Event-time pipeline/support when those streams land. Slack waits. Catalog listing is not Connected. | Context attach rate · multi-horizon health narrative completeness |
| Account health & renewal BI | Manual stitching of CRM + tickets | CS and support health when those streams exist. Salesforce and Zendesk live only where allowed — catalog listing is not Connected. | QBR fact recall · narrative accuracy · private evals only (no renewal lift percent) |
| Finance analytics | SQL-in-prompts or stale spreadsheets | Analytical bridge live views with freshness + lineage. Beta — not GA. | Freshness SLO · time to governed briefing · narrative accuracy |
| Founding eng/product mesh | Copilots without governed fabric | GitHub shipping heartbeats from first commit. Slack waits (parked). | Launch-blocker recall · PR review context |
| Offline CI | Unproven harness before live connectors | Local smoke — fixtures first, then PagerDuty and GitHub. Slack waits. | Ingest / link / agent-eval fixture pass on committed testdata |
| Finance ops / close narratives | Audit risk on evidence chains | Governed finance streams. Optional analytical bridge stays Beta — not GA. | Evidence completeness · exception resolution quality · private evals (no invent lift) |
| GTM pipeline (Stage 1+) | Leads and automations outside governed agent context | Beta growth-suite on dept.sales.*. Salesforce live where you run it — catalog listing is not Connected. | Leads with scored context · conversion loops on private evals (no public lift %) |
I/O Mesh in action — heartbeats to multi-horizon advantage
Every use case turns fragmented ops activity into department-owned, policy-controlled context agents can act on at event time.
Incidents, QBRs, finance metrics, reliability pulses — prove workflow lift with private evals before scaling inference.
No public logos or ROI % here. Maps are production workflow stories.
Map your first learning loop on I/O Mesh
Browse maps below or start with Base. Private evals on your facts — never public lift %. Secondary: See pricing.
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Governed department heartbeats. Multi-horizon MCP. Private evals. No public lift %.