Keep your tools
Claude, Zapier, Lovable and the rest stay in place. Nothing to rip out, nothing to retrain.
Mesh AI
Mesh AI lowers the token, GPU and power costs of running agents at scale. Your teams keep the tools they already use. We make them cheaper to run.
As teams move from chatting with AI to delegating work to agents, token spend compounds faster than headcount.
For teams using AI tools
Claude, Zapier, Lovable and the rest stay in place. Nothing to rip out, nothing to retrain.
Agents, skills and MCP servers tuned for the systems you already run, like HubSpot, Salesforce and Zapier.
Fewer wasted calls, smarter model selection and workflows built to spend less.
Share your tools and budget in a short form.
We review your current agent setup and where the money goes.
You get templates ready to run on premises or in your cloud.
For teams running their own models
Run large models across the machines you already have, with less reliance on scarce GPUs and lower power draw.
Built on open protocols. Works with MCP and A2A. Enterprise identity lets optimised templates be shared securely across teams and organisations.
Start with a token spend review. We will show you what can be cut without changing how your teams work.