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Digicane SystemsDigicane Systems

Edge AI

Intelligence beyond the cloud

Deploy efficient AI on devices, mobile apps, vehicles, industrial systems, and remote environments — with Digicane engineering for latency, privacy, and offline operation.

Efficient foundation models / LFMs

On-device AI, offline intelligence, lower inference cost, and local agents where cloud round-trips are impractical.

Where Edge AI fits

Cameras and vision lines, field workers, mobile apps, IoT, vehicles, and sites with limited connectivity — often paired with cloud LLMs for harder reasoning.

Multi-model AI

LLMs and efficient models solve different jobs

Digicane is model-agnostic. We combine LLMs, SLMs, and efficient foundation models (LFMs) — we do not claim LFM replaces LLM.

Deep reasoning

Large Language Models (LLMs)

  • Complex agents
  • Enterprise RAG
  • Analytics & synthesis
  • Multi-step copilots
  • · Maximum reasoning quality
  • · Cloud or private VPC
  • · Higher compute cost
  • · Best for hard problems

Private / local

Small Language Models (SLMs)

  • On-prem copilots
  • Regulated automation
  • Local assistants
  • Cost-sensitive chat
  • · Strong enough for many workflows
  • · Easier private hosting
  • · Lower latency at scale
  • · Good mid-tier fit

Edge / offline

Efficient models / LFMs

  • On-device AI
  • Mobile & IoT
  • Offline intelligence
  • Camera / field inference
  • · Low latency
  • · Lower inference cost
  • · Privacy at the device
  • · Constrained compute

Want the full comparison? LLM vs LFM · Hybrid AI · Edge AI

FAQs

Does Digicane replace LLMs with LFMs?+

No. Digicane is model-agnostic. LLMs remain the primary layer for complex enterprise agents and RAG. Efficient models and LFMs are used where edge, offline, latency, or cost constraints dominate.

Do you sell a proprietary Digicane LFM?+

No. We select and optimize foundation models — including efficient/edge models — based on accuracy, latency, cost, privacy, hardware, and workload. We do not claim a Digicane-owned LFM.

Explore Edge AI for your environment

Talk through cameras, devices, or offline workflows with Digicane.