From selling hardware to selling tokens — an enterprise AI platform that turns GPU compute into a recurring, metered service.
Tokens embedded in workflows create strong stickiness — more usage, lower unit cost, more value for everyone.
Project-based delivery, revenue fluctuates with projects. Low hardware margins (10–20%), and client relationships fade after the project ends.
Continuous billing by token usage, revenue accumulates.
More usage means more profit.
Agents call continuously — strong stickiness.
Token billing, subscriptions, channel wholesale and value-added services.
L4 infrastructure is already in place at Jume — L2/L3 start with open-source, L1 iterates on developer experience.
Lower the barrier — first use case in 5 minutes.
Compliance gateway: audit, masking and access control built in.
Local models: a language moat international vendors cannot cover.
25 years of infrastructure operations — already in place.
Access (Hub / Playground) → Consumption (Inference / Studio) → Governance (Monitor / Usage / Keys) → Monetization (Subscription / Enablement).
10+ models integrated, unified API access. Frontier reasoning, long-context, multimodal and cost-effective options side by side.
Side-by-side model comparison with identical prompts. Try before you buy, directly in the browser — no setup required.
High concurrency, low latency, agent-optimized serving. Smart routing sends each request to the best-value model.
Ready-to-use templates for customer service, document processing and marketing generation — deploy a working app in hours, not months.
Calls, latency and error rate in real time. Full-stack observability across gateway, models and GPU infrastructure.
Multi-dimensional token consumption analysis: by team, application, model and country — for cost control and capacity planning.
Enterprise key distribution, rotation and revocation. Full audit trails and fine-grained access control per department.
Tiered pricing, prepaid token packs and enterprise custom agreements — unified billing across all models on one invoice.
SDKs, documentation, code samples and localized support. Agent apps, RAG systems and AI-native products ship faster.
Self-deployed open-source models carry the margins; international API aggregation covers the long tail. Smart routing balances cost, latency and capability.
| Model | Provider | Best For | Highlights |
|---|---|---|---|
| GLM-5.2 | Zhipu AI | Agent orchestration | Flagship |
| Kimi K3 | Moonshot | Document analysis | Long context |
| DeepSeek V3 | DeepSeek | Code & math | General |
| GLM-5.1 | Zhipu AI | Multi-turn dialog | General |
| MiniMax M3 | MiniMax | Voice & video | Multimodal |
| Qwen3 | Alibaba | Multilingual workloads | General |
| K2.7 | Moonshot | High-volume inference | Cost-effective |
| DeepSeek R1 | DeepSeek | Complex decisions | Deep reasoning |
| Qwen2.5 | Alibaba | Lightweight tasks | Cost-effective |
| H3 | Open Source | Industry-specific & edge | Specialized |
Grace Blackwell architecture · FP4 inference optimization · NVLink · Liquid cooling, high density
All 32 units deployed in Johor Bahru, 10 models serving traffic.
Additional GPU clusters planned across the region as demand grows.
Fixed cost amortization — unit cost drops as volume grows.
Smart routing and multi-tenant reuse keep utilization high.
300+ partners bear frontline delivery; the platform trades margin for scale.
Aligned with international API benchmarks. Higher volume, lower unit price.
For developers & small trials
Monthly token trial credits
For growing teams & production workloads
Tiered token allowance packs
For banks, telcos & government
Dedicated deployment & SLA
Fine-tuning and evaluation for Thai, Indonesian and Vietnamese — co-trained with channel clients, so the data itself becomes the moat. International cloud vendors cannot invest per-country; integrators lack model capability.
Data never leaves the country: masking, audit and access control built in, backed by 25 years of security capability and country certifications (PDPA / PDP). Government and finance clients legally require local providers.
Jume: local data sovereignty + local language + local support.
Jume: platform operations + recurring service revenue.
Jume: 7-country network + 300+ partners + SLA assurance.