taim.networks Agentic AI for telecom operators

The Network That Thinks Ahead.

Multi-agent network intelligence for the complete network lifecycle, from planning and rollout to assurance and optimisation. Built for Tier-1 operators and aligned with TM Forum.

HighAutomation potential
<1sResponse time
24/7Autonomous operation
FewerManual interventions
Built for telecom operators

The complete TM Forum network lifecycle. In one platform.

From planning to optimisation, our platform covers every phase of the network lifecycle as defined by TM Forum, and it supports the TM Forum framework.

TM Forum frameworkeTOMODASIDOpen APIs
01

Planning & Engineering

Network planningCapacity planning (radio, optical, IP, core)Network designNetwork digital twin
02

Rollout & Deployment

Rollout controlPhysical & logical inventoryConfiguration & change managementZero-touch provisioning
03

Service Fulfillment

Product & service catalogueOrder managementMulti-domain orchestration & activationNetwork slicingSD-WAN
04

Operations & Assurance

Fault managementPerformance managementAlarm correlationRoot-cause analysisSLA & service-quality monitoring
05

Optimisation & Network Intelligence

Analytics & AIOpsPredictive maintenanceClosed-loop automationEnergy optimisationFeedback into planning

Closed loop: insights from operations and optimisation flow straight back into planning.

All in one

The full lifecycle in one tool

Planning, rollout, fulfillment, assurance and optimisation run on one platform with one live digital twin. No hand-offs between five separate systems.

Modular

Or just the block you need

Start with a single building block, such as inventory or alarm correlation, and run it alongside the tools you already have. Open APIs connect it to your existing OSS/BSS.

Co-development

Your use case, built with you

Need something no one else covers? Just ask. We are happy to build new capabilities together with you, and on our platform that goes very fast.

Two products. One vision: the self-driving network.

Product 01

Agentic Network Management

Autonomous Control for Complex Infrastructure

  • Self-healing & continuous optimization — reduce downtime and active incident response times.
  • Multi-vendor orchestration across legacy, cloud-native, and hybrid network architectures.
  • Deterministic execution engine ensuring full operational compliance and security.

Covers multi-vendor L0–L7 operations, digital twins for operator roles, and full multi-layer lifecycle automation for telecom — AI sovereignty without vendor lock-in. Domains: edge, access, core, 5G, fixed/VPN, DWDM.

EdgeAccessCore 5GVPNDWDM Digital twinsLifecycle automation
Product 02

Cainet

Distributed Intelligence at the Edge

  • Edge-native AI agents running directly on routing nodes for ultra-low latency decisioning.
  • Decentralized topology that scales seamlessly without single points of failure.
  • Dynamic traffic steering and application-aware routing optimized for real-time performance.

Agentic Network Management

Product 01 in depth — full-lifecycle network intelligence. Four engines onboard, analyze, predict, and heal — including multi-vendor ops expertise and digital twins for operator roles.

Equipment Builder

Onboard mixed-vendor hardware, OTN/DWDM cards and plugs, traffic profiles — without manual config lock-ins.

Minimization

Multi-layer aggregation L7–L0. Feasibility and space optimization across the estate.

Availability

Autonomous monitoring. Multi-year traffic scenarios, capacity limits, latency risk, mapped growth paths.

Optimization

Instant self-healing. Least-impact upgrades. Automated maintenance windows. Sovereign optimized state.

Smart Crawlers

Code, CLI, clicks → auto-SOP → live PADIN reasoning tree. Agents that evolve with your network.

Parallel overlay

VLMs at pixel level on legacy UIs. Transition velocity you control — no forced rip-and-replace.

Cainet

Product 02 in depth — the global distributed cloud for AI workloads. Transforming carrier infrastructure into a decentralized AI powerhouse by optimizing network and routing — without rip-and-replace.

Carrier / Operator

Deploy servers and GPU nodes inside your own network. Generate passive income through infrastructure fees — capacity you already run, put to work for AI.

Cainet software

CnAgent on each node. Global orchestration, application-aware routing, and security — handled automatically across the DHT ring.

End user / Developer

Load AI, GPU, and service workloads into the network. Lowest possible latency, global reach, enterprise-grade performance.

Application-aware routing

True multi-layer intelligence L7 to L0 finds the most cost-effective, lowest-latency path to any virtual instance — including WebRTC and QUIC for real-time streams. DHT ring: no single point of failure. TNStacks: isolated microservices on carrier nodes. PADIN picks the optimal node from capacity, latency, and context.

Sustainable value

Workload consumption → infrastructure fee to the carrier → management fee for orchestration → Cainet reinvests to operate and optimize the software layer globally.

Distributed GPU

Clusters for AI training and inference across the carrier estate.

Edge for latency

Place latency-sensitive workloads where the user is — not where the hyperscaler is.

Private AI

Workloads with zero private data leakage. Sovereign by design.

Architecture of distributed intelligence

From Signal to Autonomous Action

01 · Sense

Capture high-fidelity network signals and real-time telemetry across all layers.

02 · Reason

Evaluate context, diagnose root causes, and predict impact using multi-agent AI.

03 · Decide & Act

Execute precise, policy-governed configuration changes without manual intervention.

04 · Learn

Continuously refine predictive models based on real-world operational feedback.

Why taim.ai

AI-native, not a shim

Deeply embedded intelligence. An API call is not an AI strategy.

Predictive, not reactive

Patterns spotted before impact. Intervention without waiting for the ticket.

Vendor-agnostic

YANG, NETCONF, gRPC. Mix any vendor, any layer — from lock-in to limitless.

Absolute sovereignty

Encryption, RBAC, audit, signed BLMs. Zero leakage to hyperscalers.

Compress OPEX

Slash engineering overhead. Compress operational lifecycles. Zero-touch products.

Telecom DNA

Built by people who have run this stack for decades.

Example scenario

ROI calculator — Agentic Network Management

Taim price = share of scope savings (default 20%). Figures are example scenarios, not an offer. Human judgment stays in the loop for policy and change control. Hardware, migration, and vendor professional services are not modeled.

Headcount across Network Engineering, Network Planning, and Network Operations — not operations alone. Range 5–5,000. Default 80.

Blended loaded cost for network engineers, planners, and operations roles. Default €100,000. Range €50–250k.

Pricing logic: Taim takes this share of the savings; your organization keeps the rest.

Status-quo cost (scope) / year
—
Cost with Taim (excl. license) / year
—
Scope savings / year
—
Taim price / year (= share)
—
Net benefit / year
—

Fixed assumptions (example): ~55% of Engineering, Planning, and Operations time in Taim scope — multi-vendor Day-0/1/2 lifecycle, digital twin, incident/change prep, assurance across optical/IP — not all meetings or vendor negotiations; with Taim still ~10% of that time; multi-vendor NMS/orchestration tooling ~€3,500/role/year with ~70% displaceable (30% residual EMS/vendor tools). Taim price = share × scope savings (not a list price). Product: taim-ai.net/networks · Agentic Network Management / Cainet.

Get started

Ready for the autonomous network?

Request a demo or a meeting — we show how taim.ai transforms network operations.