Enterprise teams are moving past the initial hype phase and focusing on security, cost, and reliability.
The Shift to Specialized Agents
In our client projects, simple text chatbots have been replaced by multi-agent workflows. Enterprises want systems that do not just chat, but actively interface with databases, process support tickets, and update CRM records.
Adopting Localized Models
Routing every query to commercial APIs can be expensive and raise privacy concerns. We help clients fine-tune and self-host smaller, highly capable open models (such as Meta's Llama 3 or Mistral) on private cloud nodes to keep their company data secure.
Frequently Asked Questions
What is the security risk of hosting LLMs on-prem?
Self-hosting on private clusters keeps the data within your firewall, removing third-party data collection risks.