Real-time
Current pulse rates and live stream state from department-owned operational heartbeats agents can subscribe to under MCP policy.
Build · Steer · Compound
About I/O Mesh
Production AI agents need governed context — not another model subscription or company-wide vector dump.
Give platform, SRE, and RevOps teams an operational mesh to own AI learning loops with Build · Steer · Compound — so institutional knowledge compounds from real work and survives model changes.
I/O Mesh is a product company: the mesh, the console, and the MIT edge tooling are the company. We do not sell implementation hours as the SKU — not a solutions integrator, and not staff-augmentation.
- Sign up live today
- Base from $132/mo
- Ops · knowledge · analytics
- Production edge live
- Usage-based pricing
We build the multi-horizon agent context plane
Not a chatbot company or vector-dump RAG theater. We build the governed operational mesh so platform, SRE, and RevOps teams own AI learning loops on real organizational heartbeats.
Full organizational heartbeat: live operations, knowledge memory, and analytics patterns — department-scoped, policy-gated. About is the company thesis: durable context from real work, not another model subscription.
Multi-horizon intelligence is the company thesis
Live ops pulses, knowledge memory, and analytics patterns feed a shared context plane. Agents work across real-time, short-term, and long-term horizons.
Short-term
Hours to days of stream history and rolling operational context—recent tickets, deploys, and stages.
Long-term
Analytical history and institutional patterns over weeks to years, under team tenancy.
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.
What we build
I/O Mesh is the governed operational data mesh and context plane for production agents. Domain teams publish live ops and knowledge as department-scoped products. Agents consume them through policy-gated tools.
With Build · Steer · Compound, prove workflow lift on your data before scaling inference.
Build · Steer · Compound
- Build— Governed autonomy — agents iterate on real operational facts, not sandbox prompts.
- Steer— Context advantage — owners steer with dashboards and memory, not QA ticket farming.
- Compound— Firm IQ compounds — prove workflow lift from real usage before you scale agent spend.
Why teams choose I/O Mesh
- Clear scope: context plane + ops mesh — not a chat UI or model SKU
- Private evals on your data before you scale inference
- Department tenancy and policy gates that survive model changes
- Usage-based pricing from $132/mo
- HIPAA readiness mapping and audit trails — readiness, not blanket certs
Our vision
The real moat in AI is not the next model — it is governed context that compounds knowledge from your own workflows while keeping humans in charge.
I/O Mesh turns SaaS and operational data into department-owned products agents can reliably consume, with private-eval measurement and enterprise governance baked in.
Whether you are an SRE building incident agents or a RevOps team preparing QBRs, I/O Mesh is the durable advantage that survives the next model release.
Company
IOMESH Technology Ltd. is based in Vancouver, BC. Founded by Jin Lee.
Jin Lee: /founders · https://www.linkedin.com/in/freshmatrix/
I/O Mesh: https://www.linkedin.com/company/iomesh-technology · hello@iome.sh
Public tooling is on GitHub.
I/O Mesh (iome.sh) is the operational mesh and context plane for production AI agents. It is not the Kubernetes storage project at iomesh.com.
Ready to learn more?
Create a workspace, explore the platform, or review open-source tooling on GitHub. Platform and Security pages are the living brief for program reviewers.
© 2026 IOMESH Technology Ltd.