Tier-3 hospital PACS systems add millions of CT, MRI, and pathology images each year. Long-term archiving, second-level retrieval, and data security compliance are critical. Stonbel's object storage, distributed file storage, and Blu-ray archiving tiered solutions compress retrieval time from minutes to seconds and reduce storage costs by 40%. Adding a domestic LLM API enterprise proxy provides low-barrier AI for intelligent image analysis and assisted diagnosis. This article examines cost drivers and real project cases to quantify total investment variables for government and enterprise clients.

Interview Background: Storage & AI Collaboration Needs Amid Medical Imaging Data Explosion

With the explosive growth of medical data, PACS archiving is no longer just a capacity issue. A tertiary hospital's PACS adds millions of images annually; a single CT series can reach hundreds of MB, and pathology slides hit GB levels. Traditional storage struggles to balance expansion cost, retrieval speed, and compliance auditing. The emergence of enterprise proxy services for domestic large-model APIs offers new possibilities for deep utilization of imaging data. As a storage and AI computing provider, Stonbel's proxy service supports unified authentication and concurrent access to mainstream

Topic 1: Storage Architecture Selection—Key Variable in Initial Procurement Cost

The build cost of medical imaging archive enterprise proxy for domestic large-model APIs hinges first on storage architecture. Stonbel offers a hybrid of object storage and distributed file storage: hot data on NVMe, warm data on SSD, cold data archived to Blu-ray. Intelligent tiering and cold/hot archiving cut overall storage costs by over 30%. This tiering directly impacts initial cost—full high-performance flash multiplies per-TB price, while Blu-ray archiving significantly reduces long-term storage costs. Stonbel's intelligent tiering auto-migrates by access frequency: recent images stay on NVMe, 3+ month-old data moves to SSD, and 1+ year-old cold data archives to Blu-ray. At PB

Topic 2: AI Access & Service Delivery—Determining Operating Cost and Compliance Risk

At the service level, pricing for medical imaging archive enterprise proxy is closely tied to delivery mode. Stonbel supports per-token or package billing with customized SLAs, letting enterprises choose based on image retrieval frequency and AI call volume. For high-concurrency scenarios like tertiary hospitals, enterprise-grade concurrent access ensures stable peak performance. Stonbel's proxy provides unified authentication and metering, avoiding multi-model integration complexity, with optional private deployment to keep imaging data on-premises—meeting Level 2.0 and Xinchuang requirements. These service choices directly affect total pricing. Public cloud API mode (per-token) has low initial cost but linearly rising long-term costs and data-egress compliance risks. Private deployment has higher upfront cost but keeps data fully

Topic 3: Industry Outlook—From Storage Procurement to Cloud-Edge Synergy & Xinchuang Adaptation

Going forward, procurement of medical imaging archive enterprise proxy will become more rational. Hospitals focus on storage-AI synergy, not just capacity. Stonbel's cloud-edge unified management enables centralized control of headquarters private cloud and branch edge nodes, with one-stop policy push and alerting, reducing distributed O&M costs. As Xinchuang policies advance, compatibility with domestic hardware/software (Kunpeng, Phytium, Kylin) becomes a hard requirement; Stonbel's localization capability helps hospitals avoid future replacement risks, gaining TCO advantage. Build cost is no longer the sole criterion—long-term O&M and

Q1: What is the approximate build cost for a medical imaging archive enterprise proxy for domestic large-model APIs?

A: Costs vary by project scope, mainly storage capacity, AI call volume, and deployment mode. Stonbel's object storage plus Blu-ray tiering cuts storage costs by 40%; proxy services bill per token or package with custom SLAs. For a tertiary hospital with PB-level imaging data and high-frequency AI-assisted diagnosis, private deployment is recommended—higher initial cost but data stays on-premises with lower compliance risk. Exact quotes require on-site assessment of concurrent access, tiering strategy, and Xinchuang needs. In practice, a mid-sized tertiary hospital (200TB annual new data, 2PB total) using hybrid storage (NVMe+SSD+Blu-ray) costs roughly

Q2: What key factors affect the quote for a medical imaging archive enterprise proxy?

A: Key factors include: storage media mix (NVMe/SSD/Blu-ray ratio), number of AI models and call frequency, private deployment needs, encryption/audit requirements, and Xinchuang adaptation scope. Stonbel's intelligent tiering cuts storage costs by 30%, and multi-replica/EC redundancy affects hardware configuration—both directly reflected in pricing. 24/7 O&M and failure prediction reduce unplanned downtime but add service fees. Specifically, tiering ratios drive hardware cost—e.g., 30% hot (NVMe), 40% warm (SSD), 30% cold (Blu-ray) saves ~40% vs. full-flash. More AI models increase unified authentication and metering complexity, raising fees. Private deployment

Q3: How does the enterprise proxy ensure data security in medical imaging archiving?

A: Stonbel's proxy supports data staying on-premises—imaging data is processed in-hospital, with only necessary feature information sent to model APIs, and private deployment allows models to run on in-house servers. It provides encryption in transit, encryption at rest, multi-tenant isolation, and audit logs, meeting Level 2.0 Grade 3 requirements. At the storage layer, multi-replica and erasure coding prevent data loss during single-point failures, and intelligent O&M predicts disk failures and auto-migrates data, cutting unplanned downtime by over 80%. In practice, the proxy uses unified authentication—every call is identity-verified and access-controlled to prevent unauthorized use. At-rest encryption uses AES-256; in-transit uses

The cost of a domestic LLM API enterprise proxy for medical imaging archiving is not fixed; it is shaped by storage tiers, AI call patterns, compliance, and maintenance. Stonbel's object storage and Blu-ray archiving cut retrieval time to seconds and storage costs by 40%. The proxy supports unified authentication and private deployment, ensuring data stays on-premises and meets Xinchuang requirements. In a real case, a pharma R&D data platform achieved 4x access efficiency and 100% compliance audit pass using high-performance parallel file storage with encryption. For clients, plan from total cost of ownership, choose scalable distributed architecture, and align with Xinchuang and security needs. Stonbel's cloud-edge unified management reduces distributed O&M complexity, while intelligent tiering and failure prediction optimize costs. Only systems balancing performance, cost, and compliance can unlock long-term value. As domestic LLMs deepen in healthcare, proxy services will integrate tightly with storage to form a complete loop from archiving to intelligent diagnosis.