AINNA started as a real ecommerce operator with hands-on experience across marketplaces, thousands of SKUs, order volume, refund, cancellation, affiliate operations, supplier management and fulfilment. This roadmap transforms that operational experience into an AI 系统 that can help other ecommerce sellers scale more efficiently.
电源ed by AINNA NeuralOps - Our multi-model LLM infrastructure with Qwen, DeepSeek R1, GLM, Gemma, Llama, Mistral and Kimi K2.
Six strategic stages from data foundation to unicorn platform
Unify order data, SKU data, supplier data, refund data, cancellation data, courier data, ads data, affiliate data, warehouse data and 财务 data into one intelligence layer.
自动mate key ecommerce operation bottlenecks using AI 智能体 powered by AINNA NeuralOps multi-model LLM infrastructure.
NeuralOps 模式ls: Qwen (一般 聊天), DeepSeek R1 (推理), GLM (Coding), Gemma (分类), Llama (Long-上下文), Mistral (翻译), Kimi K2 (分析)
The logistics centre is not just a warehouse. It is a data factory. Every parcel, return and stock movement becomes a data point.
AINNA's internal 系统 evolves into a platform for external ecommerce sellers.
规模 from 马来西亚 to Singapore, Indonesia, Brunei and Thailand through ecommerce fulfilment and AI-powered operation 层.
AINNA builds network effects through sellers, suppliers, couriers, affiliates and data intelligence.
Ten intelligent agents automating critical ecommerce operations
多-model LLM orchestration powering the AI 物流 OS with zero external API dependency
高-performance inference with optimized throughput.
Intelligent routing selects optimal model.
100% 本地 - No 外部 APIs
对我们主权 LLM 乐团的自动循环评估——跨越 6 个加权维度的蛛网图。
Comparing NeuralOps local inference vs external API costs, including GPU infrastructure amortization
当前 operating snapshot and platform targets aligned with the pitch deck
AINNA started as a multi-platform ecommerce operator managing real operational complexity across product sourcing, pricing, fulfilment, cancellation, refund, affiliate operations and cashflow. Through this operational experience, AINNA is building an AI-powered logistics operating 系统 that turns every order, SKU, parcel and return into business intelligence for ecommerce sellers.
RM 12B+
ASEAN ecommerce fulfilment & ops software spend (2026 est.)
RM 1.2B
马来西亚 + Singapore SME sellers needing AI logistics OS
RM 120M
10K sellers × RM 12K ARR (SaaS + fulfilment fees)
"AINNA is not trying to become another courier company. AINNA is building the intelligence layer behind ecommerce logistics."
Immediate execution roadmap
