Grid / Telecom Enterprise Twin

Tower to invoice.
One operator.

OpenKnowra grids run whole enterprise functions on real-time context, governed. This is the telecom grid.

Network, subscribers, field and revenue as one real-time twin, with an agentic operating system that runs it, end to end.

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RAN core transport Live Twin one truth $ Field Customer Invoice
See it run

Pick a telecom operation. Watch it run.

● real operations, illustrative data
◎ Context intelligence · understands
◫ Grid operating system · acts
01 · GROUNDQUEUED

02 · READQUEUED

03 · DECIDEQUEUED

04 · ASSEMBLEQUEUED

05 · RUNQUEUED

Context intelligence + grid operating system = autonomous operations
Cluster and assembly names are from Spire.AI telecom deployments; decision data is illustrative.
Why running a telecom is hard

Six functions. Six versions of the truth.

Every function keeps its own truth in its own system. Cross-functional decisions wait on someone to reconcile them by hand, and the cost shows up as slow resolution, missed SLAs and leaked revenue.

OSS
the network truth
BSS
the commercial truth
Billing
the revenue truth
Care
the customer truth
Field
the who-can-do-it truth
What the TET grid is

A real-time twin of your telecom, and the system that runs it.

The Telecom Enterprise Twin combines two capabilities into one context spine. The first understands your operator: network, subscribers, field and revenue as one real-time model. The second runs it: dispatch, maintenance, assurance and revenue, autonomously and governed.

Context intelligence understand

It understands your operator

OSS, BSS, billing, care, field and fibre resolved into one real-time telecom twin, with provenance on every fact and your own business rules built in. Not a copy in a lake, a real-time model connected to the systems you already run.

Grid operating system act

And it runs the operation

Telecom assemblies, digital workers and AI agents act on that twin to dispatch crews, schedule maintenance before failure and close revenue leakage. Humans stay in command on the calls that carry real cost or risk.

TET is not a dashboard, chatbot, data lake, workflow tool, or network monitoring product. Those tools help you see or automate parts of your operations. TET understands how your telecom business works and helps run it.

◎ Four levers
01 · Autonomy

02 · Assembly

03 · Context

04 · Governance

The operator, layered

One twin. Ten operating clusters.

The whole operator on one twin, opened into ten clusters. Each cluster runs as assemblies composed of workers, agents and APIs.

What the operator gets

Outcomes, not dashboards.

Outages prevented before they happen

Component health and remaining useful life scored continuously, so maintenance acts ahead of failure.

Crews dispatched just in time

The right engineer, the right site, the right window, reasoned against SLA and cost-to-serve.

Revenue that stops leaking

Usage, billing and contracts reconciled on one graph, leakage closed and next-best-offer served.

Autonomy you can audit. Routine work runs itself; a person stays on every decision that carries real cost or risk; and the split between the two stays visible end to end.

How the TET grid opens telecom

A grid is not one thing.
It’s the whole function, layered.

This is what separates a grid from a solution. Telecom opens into clusters, each cluster into running assemblies, each assembly composed of the workers, agents and APIs that do the work.

Tier 01

Operational clusters

Ten operating areas. Every part of the function has a home on the twin.the domain, grouped
Subscriber Ops Products Portfolio Sales Management Marketing & Branding Capacity Planning Network Maintenance and Operations Customer Experience Workforce Ops Revenue, Billing & Charging Compliance & Risk
Explore clusters →
↓ each cluster runs as ↓
Tier 02

Assemblies

Complete functions that run end to end, governed at every step.46 running functions
Churn Prediction & Retention Subscriber Lifecycle Management Onboarding & Activation Usage & Entitlement Tracking SIM & Number Management Product Catalog Management Plan & Bundle Configuration 5G Slice Product Design VAS Lifecycle Lead & Opportunity Scoring Quote & Order Capture Channel Performance Management +34 more
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↓ each assembly composed of ↓
Tier 03

Workers · Agents · APIs

Workers own the process, agents reason and decide, APIs feed real-time context.119 workers · 137 agents · 137 APIs
Digital workers own the process Agents reason and decide APIs invoke real-time context
Explore assembly parts →
Autonomy a regulated operator can ship

The trace is the decision.

Causal and deterministic

Critical decisions follow the operator’s business rules in order, not a probabilistic guess. An engineer, auditor or regulator can open the chain and see exactly why, down to the source record.

Humans on the gates

People stay in command on the high-stakes calls: design sign-off, site acceptance, launch approval and high-cost dispatch.

Proven beyond telecom

The same reasoning substrate is formalized in peer-reviewed research for aerospace competency management and runs tier-one banking operations.

Built for scrutiny

Certified to SOC 2 and ISO 27001, with an independent bias audit, and built for the transparency that regimes such as the EU AI Act now require.

See the telecom grid

Walk your operator’s hardest function.

On your network, your subscribers, your revenue, as the use case. Not a generic demo.

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