Optimized LLMs - Delivered Over Standard APIs

Deploy LLMs tuned for VectorPath AI cards with lower TCO vs. H100, low latency, high throughput, and API level simplicity. Your teams integrate via standard APIs — no FPGA expertise required.

TCO advantages are based on Llama 3.1 8B for interactive use cases. Results may vary.

Why run LLMs on VectorPath AI Cards?

VectorPath AI cards pair FPGA flexibility with LLM optimizations. The result is predictable, lower total cost of ownership, low-latency inference and efficient use of hardware resources-exposed through APIs your teams already understand.

Key Benefits for LLM Workloads

Lower Total Cost of Ownership

For many LLM workloads, FPGA-based inference can deliver favorable TCO compared to traditional GPU-only deployments — especially when utilization, power, and scaling behavior are considered holistically.

Low Latency for Interactive Use Cases

Optimizations for KV cache handling, batching strategies, and FPGA-friendly kernels help reduce time-to-first-token, enable high throughput and maintain smooth token streaming — critical for chatbots, copilots, and real-time assistants.

API Simplicity, Hardware Efficiency

Your teams call standard APIs. Under the hood, LLMs are compiled, optimized, and scheduled to run efficiently on VectorPath AI cards, so you benefit from the hardware without changing your development model.

Designed for Real LLM Workloads

Real‑Time Conversational AI

Serve customers with responsive, context-aware assistants that maintain low latency even under high concurrency, thanks to optimized LLM inference on VectorPath AI cards.

Analytics, Reporting, and Insights

Generate narratives, commentary, and explanations for dashboards or reports, backed by high-throughput LLM inference optimized for batch workloads.

AI-enhanced SaaS Features

Embed generation, rewriting, smart search, and recommendations into SaaS products while maintaining control over latency and serving costs.

Operational Copilots

Support operations, SRE, and incident response teams with assistants that can summarize alerts, logs, and documentation in real time.

Contact an AI Inference Specialist

Request access to the Achronix AI Console for performance evaluation or a tailored cost model for your LLM workloads