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.
Powered by AINNA NeuralOps - 我们采用Qwen、DeepSeek R1、GLM、Gemma、Llama、Mistral和Kimi K2的多模型LLM基础设施。
从数据根基迈向更宏大平台愿景的六个战略阶段
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.
Automate key ecommerce operation bottlenecks using AI 智能体 powered by AINNA NeuralOps multi-model LLM infrastructure.
NeuralOps Models: 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)
物流中心不仅仅是一座仓库。它是一座数据工厂。每一个包裹、每一笔退货和每一次库存变动，都会成为一个数据点。
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旨在通过卖家、供应商、快递公司、联盟伙伴和数据智能来构建网络效应。这是一个前瞻性的愿景，而非必然达成的结果。
十个智能代理（代理）自动执行关键的电商运营
多-model LLM orchestration powering the AI 物流 OS with a local-first architecture and optional controlled external fallback
高性能推理，吞吐量经过优化。
智能路由选择最优模型。
本地-first routing — optional controlled external fallback
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。
比较NeuralOps本地推理与外部API成本，含GPU基础设施折旧摊销
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+
东盟电商履约与运营软件支出（2026年预估）
RM 1.2B
马来西亚 + Singapore 中小企业 sellers needing AI logistics OS
RM 120M
1万名卖家 × RM 12K ARR（SaaS + 履约费用）
"AINNA的目标并非成为又一家快递公司。AINNA正在构建电商物流背后的智能层。"
Immediate execution roadmap
Basic 封装
由 AINNA 推出的中小企业特别扶持计划。
限时入门网站优惠。AI使用、主机托管、维护及自定义集成将根据已确认的范围而定。
查看 中小企业 Offer →