I/O Mesh

People ops — HR context under tenancy

People data needs audit boundaries, not a company-wide dump. Supplemental people-ops streams under department tenancy. Private evals on your facts. Create a workspace when ready.

Who it's for

HR or people operations lead — workforce planning, attrition risk, and org-health signals.

The problem

People data needs audit boundaries, not a company-wide dump. HRIS exports sit outside the agent fabric or leak into unconstrained chat.

Outcome

Supplemental people-ops streams under department tenancy. Private evals on your facts.

Workflow map (2026)

HR agents without tenancy fail security review. Workforce signals belong on dept.* products with IdP-aligned boundaries, not unconstrained HRIS dumps.

People opsHRIS adminPeople analytics

Build

Supplemental HR ingest to dept.people with strict routing.

Steer

Department-scoped MCP — never a company-wide HR dump.

Compound

Time-to-workforce-insight without compliance regressions.

Learning loop

Workforce and org-health signals route to the right departments — HR judgment under tenancy, not a company-wide dump.

Questions agents answer

  • Which teams show elevated attrition risk this quarter?
  • Summarize headcount changes affecting engineering capacity.
  • What workforce signals correlate with open reqs in product?

How it works on I/O Mesh

  1. Step 1

    Supplemental HR ingest

    CSV or API supplemental ingest publishes IBM HR-style workforce events to dept.people or scoped HR departments.

  2. Step 2

    Department routing

    Org profile maps IdP groups and departments — agents never read a company-wide HR dump.

  3. Step 3

    Cross-link to ops context

    Optional enrich ties workforce signals to engineering velocity and hiring reqs on dept.engineering.*.

  4. Step 4

    Governed MCP access

    Tools scoped to HR department tenancy with plan gates and invoke metering.

Departments

  • People ops
  • Engineering
  • Finance
Operational mesh

dept.* stream patterns

  • dept.people.events.hris
  • dept.engineering.events.github
Browse data product catalog →

What ships today

  • Supplemental department pack ingest beyond six-dept Solstice graph
  • dept.* tenancy with audit on publish
  • Compliance add-on path for SSO/SCIM and IdP scope sync
  • Usage-metered publish and memory ingest
Typical company stage
enterprise
Evaluation path
Supplemental people-ops streams under department tenancy. Private evals on your facts. Create a workspace when ready.
Pricing
Estimate usage meters and add-ons

Outcome metrics

Leading indicator
HR signals routed to dept.* products
Lagging indicator
Time to workforce insight for managers

Related solutions

B2B SaaS

PLG-to-enterprise learning loops across engineering, product, sales, CS, and support — governed dept.* products agents can consume, not a company-wide vector dump.

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