meshlabs — the agentic ai platform
Build AI agents that run your business.
MeshLabs is the platform for production AI agents. Design multi-step agents that use your tools, reason over your data and run reliably at scale — with evals and guardrails built in from the first run.
backed by Unicorn Ventures · Oak Flow
[ 01 ] platform
One platform, from prompt to production
Everything you need to take an agent from idea to something you trust with real work — orchestration, tools and guardrails in one place.
/01
Agent Orchestration
Compose single agents into coordinated meshes. Multi-step planning, reasoning and hand-offs between agents — no glue code, no brittle prompt chains.
/02
Tools & Memory
Give agents your stack. Native connectors for CRM, ERP, databases and APIs, plus retrieval over your own data and long-term memory across runs.
/03
Evals & Guardrails
Ship agents you can trust. Continuous evals, human-in-the-loop approvals, cost caps and a full audit trail on every action an agent takes.
[ 02 ] how it works
Connect. Compose. Operate.
1.Connect
day 1Point MeshLabs at your tools and data. Connectors and SDKs get an agent reading and acting on your systems in an afternoon.
2.Compose
week 1Design agents and wire them into a mesh in the builder. Test against real tasks with evals running from the very first execution.
3.Operate
liveDeploy to production and watch every action. Monitoring, drift detection, cost controls and one-click rollbacks — all built in.
[ 03 ] use cases
What teams build on MeshLabs
Autonomous support agents
Agents resolve tracking, refunds and claims end-to-end — the majority of tickets closed with zero human touch, CSAT up double digits.
Document & compliance agents
Extract, validate and route documents with a full audit trail per decision. Onboarding review that took 12 minutes now takes 40 seconds.
Revenue & ops copilots
Agents draft listings, run pricing tests and chase renewals in your brand voice — a two-person team shipping like ten.
model-agnostic — built on the frontier stack
[ 04 ] backers
Backed by investors who build
MeshLabs is funded by partners betting on agentic AI as the next platform shift.
[ 05 ] what customers say
“We replaced a tangle of scripts and a support team's worst queue with one MeshLabs mesh. It shipped in days and it hasn't paged us since.”
“The evals are the reason we went to production. Every agent action is measured and audited — our board finally trusts an autonomous system.”
[ 06 ] get started
Put agents to work
Tell us what you want to automate and we'll get you into MeshLabs with a working agent — from first call to running in production, fast.
or contact@meshlabs.asia