Not Hosting.
Orchestrated Intelligence.
NeuralOps is AINNA's enterprise AI orchestration infrastructure for detached systems, AI agents, automation, analytics, monitoring and secure business operations — designed for control, traceability, cost predictability and production maturity.
Why Ordinary Awan and Generic Hosting Fail AI
Traditional hosting gives you a server. It does not give you orchestration, routing, distillation, observability or the cost discipline production AI actually needs.
Costs That Skala Linearly
Every task hits the largest model. Token spend grows with traffic and nobody can predict the bill.
No Penghalaan Discipline
Deterministic work is forced through LLMs, wasting tokens on tasks that rules and systems handle better.
Kependaman Everywhere
Everything depends on a remote call. No local execution, no detachment, no speed for routine operasi.
Data Leaves Your Control
Perniagaan data flows to third-party endpoints. Kedaulatan, compliance and auditability are compromised.
No Observability
You cannot see where work happens, what it costs, or where it failed. Decisions are made in the dark.
Keselamatan Selepas Fikir
WAF, isolation, logging and recovery treated as bolt-ons, not a designed command layer.
What Is NeuralOps Infrastruktur?
NeuralOps is a unified orchestration layer that routes, distils, detaches and monitors work across infrastructure — so every task runs on the smallest, fastest, most cost-efficient layer that can handle it.
Orchestration
Coordinate work across systems, agents and models with a single control plane.
Sistem Berasingan
Deterministic operations run off-LLM as self-contained, reliable systems.
Smart Routing
Route each task to the smallest sufficient layer — rules, DB, system or model.
Distillation
Move capability from large models into small, fast, cheap specialists.
Infrastruktur Swasta
Run inside VPN-secured vLLM and controlled environments by design.
Observability
See every task, cost and failure in real time across the whole stack.
Keselamatan
A designed command layer for encryption, isolation, logging and recovery.
Perniagaan Outcomes
Lower cost, lebih pantas execution and audit-ready control for production operasi.
How NeuralOps Proses a Request
Every business request flows through a deterministic pipeline. Press play to watch it execute. This is orchestration — not a single model call.
System Executes. Automasi Operates.
AI Monitors. Manusia Decides.
The deterministic-first operating ladder that keeps production AI reliable, auditable and in control.
System Executes
Deterministic infrastructure, databases and detached systems run the defined work reliably every time.
Automasi Operates
Workflows, scheduled jobs and rules execute without human attention, keeping the system moving.
AI Monitors
Model watch for anomalies, gaps and exceptions — surfacing only what genuinely needs attention.
Manusia Decides
Orang make the strategic, high-stakes calls. Everything routine stays automated below them.
Segmentasi → Penghalaan → Distillation → Detached → Infrastruktur Persendirian
Each layer reduces unnecessary work for the next. The system gets lebih murah, lebih pantas, and more reliable the more you use it correctly.
Result: lower cost per outcome, lebih pantas execution, easier auditing, and compounding savings as volume grows. The flywheel only works when every layer is used in the right order.
The Layers of NeuralOps Infrastruktur
A layered architecture where each tier has a defined job and every tier is observable.
Data & Compute
LAMP, MySQL/MariaDB, Redis, Docker containers and cloud or dedicated servers sized to the workload.
Penghalaan & Orchestration
Penghalaan pintar menentukan lokasi pelaksanaan setiap tugasan: peraturan, penghurai, pangkalan data, sistem terpisah atau model.
AI & LLM Layer
Dedicated LLM servers and vLLM clusters for inference, fine-tuning and agen operasi.
Observability Layer
Pemantauan, pengelogan, amaran dan penjejakan kos merentas setiap tugas dan sistem.
Work That Runs Without LLM Dependence
Repeatable, deterministic operations run as self-contained systems — reliable, fast and with zero recurring token cost.
Sistem E-dagang
Store, inventory, orders, payments and shipping — running as a detached system.
Sistem Inventori
Penjejakan stok masa nyata, penjejakan berbilang gudang, dan penempahan semula automatik.
Analitik Jualan
Pelaporan jualan, trends and performance dashboards computed deterministically.
Audit / QC
Kawalan kualiti, penjejakan pematuhan dan laporan audit automatik.
Kewangan System
Pelaporan kewangan, aliran tunai dan integrasi perakaunan sebagai logik yang terpisah.
Papan Pemuka Ejen AI
Agent task orchestration and performance monitoring in a control surface.
Sistem API
RESTful APIs, webhooks and data exchange built as stable detached services.
Automasi Pelaporan
Laporan berjadual, cerapan dan aliran kerja pengedaran tanpa kos LLM.
Tatal to explore detached systems
NeuralOps Across Real Operasi
Select a sector to see how orchestration, routing and detached systems apply in practice.
PKS Operasi
Automate invoicing, reporting and customer follow-up as detached systems with AI only where reasoning is needed.
Kos Predictability
Move deterministic work off LLMs for a fixed, predictable infrastructure cost instead of token surprises.
Auditable by Default
Every process logged and traceable — ready for auditors and management review.
E-dagang Backend
Orders, inventory sync and payment reconciliation run as reliable detached systems.
Analitik
Jualan trends and KPIs computed deterministically, refreshed in real time.
AI Assistants
Pelanggan support agents routed to LLMs only for open-ended reasoning.
Kedaulatan Data
Peribadi infrastructure keeps sensitive health and research data inside controlled environments.
Penyelidikan Pipelines
Kelompok processing, feature extraction and analysis run deterministically with AI assist where valuable.
Kepatuhan
Full audit trails and access control meet strict regulatory expectations.
Logistik
Fleet dispatch, routing and tracking as detached systems with edge monitoring.
Gudang Intelligence
Inventori, dispatch and stock counts run deterministically on the platform.
Fleet Observability
Real-time monitoring and anomaly alerts across distributed operasi.
Edge AI / IoT
Tempatan inference and edge processing keep latency low and data close to source.
Rendah-Kependaman Decisions
Routine decisions execute locally without round-tripping to a distant model.
Resilient Operasi
Sistem keep operating even if the central model or connection degrades.
IC / Engineering
Pengesahan perkakasan, automasi ujian dan saluran data sebagai sistem terpisah (Detached Sistem).
Design Workflows
Automated validation and reporting around engineering design cycles.
Kebolehkesanan
Every build and validation step logged for full engineering traceability.
Robotics / Industri
Control loops and deterministic coordination run on local, reliable systems.
Industri Pemantauan
Analitik sensor masa nyata dan pengesanan anomali merentas jentera.
Safe Orchestration
Manusia-in-the-loop control for high-stakes industrial actions.
Awan vs Dedicated vs AI / Agent Pelaksanaan
NeuralOps is not a hosting choice. It is an orchestration decision on top of the right infrastructure for your workload.
Dedicated AI Compute, Securely Isolated
NeuralOps agents and LLM servers run on dedicated GPU infrastructure behind secure API gateways — isolated from public LLM dependencies.
Pelayan LLM H200
4× H200 · 141GB GPU
LLM Cluster
8× H200 · 2TB RAM
vLLM Gateway
Selamat API · rate limited
Agent Nodes
Membina · Mengaudit · Memantau
Autonomi Ejen
NeuralOps agents build, audit, monitor and improve systems.
API Gateway Selamat
Had kadar, pengesahan dan penjejakan penggunaan bagi setiap panggilan model.
Penalaan Halus
Custom models trained on your data for specialist workloads.
Kecekapan token
Smart Routing dan Distillation meminimumkan pembaziran merentasi keseluruhan sistem.
Watch Kos Come Down
Each NeuralOps layer removes cost from the next. The result compounds as volume grows.
Raw LLM Kos
Setiap tugasan pada model besar, dengan harga penuh.
Selepas Smart Routing
Deterministic tasks move to rules & systems.
After Distillation
High-volume work shifts to small specialist models.
After Detachment
Repeatable work runs off-LLM at near-zero cost.
Kos per Outcome
Predictable, measurable, compounding savings.
A Live Keselamatan Papan Pemuka
Not repeated cards — a designed command layer protecting every part of the stack.
SSL / TLS
Encryption in transit
Firewall
Rangkaian segmentation
WAF
OWASP protection
Pengasingan Docker
Kontena security
Keselamatan Pangkalan Data
Granular access
Sandaran Automatik
Disaster recovery
Logging
Jejak audits
VPN Access
Peribadi admin routes
Pemantauan
24/7 alerting
Pelan Pemulihan
Incident response
See Every Tugasan, Kos and Failure
A monitoring console that streams system health and AI-monitored anomalies in real time.
Real-time Metrik
Live health, load and cost across the stack.
Pengesanan Anomali
AI mendedahkan tingkah laku luar biasa sebelum ia menjadi lebih serius.
Kos Tracking
Token and infrastructure spend traced per task.
Alerting
Only exceptions reach the human decision layer.
An End-to-End Aliran Kerja Demonstration
A perniagaan sebenar task routed, distilled, detached and monitored through the NeuralOps pipeline.
1. Request
Pesanan pelanggan tiba melalui API.
2. Segment
Order split into validate, price, route tasks.
3. Route
Validation → rules. Harga → DB. Query → model.
4. Detach
Order processing runs off-LLM, deterministically.
5. Peribadi
Executed on VPN-secured controlled infra.
6. Pantau
AI memantau anomali dalam aliran kerja.
7. Oversight
Pengecualian hanya sampai kepada keputusan manusia.
8. Outcome
Selesai, direkod, boleh diaudit, kos efektif.
From Consultation to Production
A disciplined path to deploy NeuralOps infrastructure for your operation.
01Assess
Audit your workloads to decide what runs on rules, systems and models.
02Architect
Design the routing, distillation and detached-system topology.
03Provision
Deploy cloud, dedicated or hybrid infrastructure with Docker, LAMP, DB and security.
04Orchestrate
Konfigurasikan Smart Routing, gerbang LLM dan ketersambungan ejen.
05Pantau
Dayakan observability, alerting dan penjejakan kos.
06Optimise
Continuously refine routing and distillation for compounding savings.
Measurable Production Nilai
NeuralOps delivers control, traceability, efficiency and cost predictability.
Lower cost per outcome via routing, distillation and detachment.
Lebih Pantas execution for deterministic workloads.
Auditable and traceable operasi.
Infrastruktur maturity for production AI.
Frequently Asked Questions
Selaraskan Production AI
Deploy enterprise AI orchestration infrastructure that is controlled, traceable, cost-predictable and production-grade.
