Healthcare & Administration:
Summarizing patient notes, extracting data from intake forms, or processing handwritten records
requires a fast, Vision-capable model.
A lightweight multimodal model (7B–11B parameters) handles real-time OCR on 1–2 page documents
without the heavy memory overhead of larger systems.
Legal & Compliance:
Cross-referencing 50-page contracts, analyzing case law, or performing document discovery
requires a massive model with a large context window (the ability to hold many pages in memory
simultaneously).
Models in the 32B–70B+ parameter range with 128k+ token context windows retain full document
memory at once, preventing dropped clauses and hallucinated citations.
Engineering & R&D:
Querying proprietary CAD documentation or technical manuals requires deep reasoning capabilities
and high-precision local RAG (Retrieval-Augmented Generation).
A mid-sized reasoning model (14B–32B parameters) paired with a local vector database delivers
precise, source-cited answers from complex technical data without exposing your IP to the cloud.
How to Calculate Your Office’s AI Throughput Needs
To select the right hardware, estimate how many discrete AI tasks (entries) your office needs to
process per hour. An "entry" is one complete cycle: uploading a document, processing it, and
generating the final output.
1–5 Entries per Hour: Compact Integrated Workstations (Small Form Factor)
Best for independent professionals or light administrative use. Ideal for intermittent,
single-user tasks where waiting a few extra seconds for generation is acceptable. These
entry-level local nodes handle low-concurrency workloads efficiently using shared system memory,
without the need for a dedicated, high-power GPU.
5–50 Entries per Hour: AMD Radeon RX 9060 XT
The standard for small teams or steady, moderate daily workflows. This tier provides dedicated AI
acceleration, ensuring fast token generation and smooth handling of concurrent requests from 2–3
staff members without system lag.
50–250 Entries per Hour: AMD Radeon RX 9070 XT
Designed for busy departments or high-volume document processing. This high-performance tier
handles heavy batch processing, complex reasoning chains, and simultaneous multi-user requests
with minimal latency, keeping fast-paced teams productive.
250+ Entries per Hour: AMD Radeon AI PRO R9700
The enterprise-grade solution for mission-critical, continuous operations. Built for sustained,
heavy computational loads, this workstation tier guarantees maximum throughput, advanced driver
stability, and zero thermal throttling during all-day, multi-user, high-concurrency
environments.
Your workload determines the required model size. Your model size directly dictates your hardware
specifications: the specific GPU model, its VRAM (Video RAM), or the unified System RAM for
Small Form Factor (SFF) Local Nodes. Finally, your peak hourly entry volume determines the
overall hardware tier.
Underestimating volume leads to workflow bottlenecks, while overestimating wastes budget. We
help you calculate your exact peak load to ensure your system scales perfectly with your
business.