meshlabs — agentic ai, engineered
Everyone has AI ambitions.
Few have AI in production.
MeshLabs is an AI-native consultancy. We design, build and operate agentic AI systems inside your business — from a two-week audit to production, with your team trained to own it.
[ 01 ] services
Consulting that ends in running software
Three ways to engage. Every one of them ends with a system in production — never a report on a shelf.
/01
AI Strategy & Audit
A two-week engineering audit of your data, workflows and stack. You get a ranked roadmap of AI opportunities with effort, risk and ROI attached — not a slide deck of ideas.
/02
Agentic Systems Engineering
We design and ship production agents: multi-step reasoning, tool use, retrieval, evals and human-in-the-loop guardrails. Copilots, workflow automation, customer-facing AI.
/03
Integration & Enablement
We wire AI into the systems you already run — CRM, ERP, support desk — and train your engineers to own it. We build ourselves out of the job, on purpose.
[ 02 ] process
Discover. Build. Operate.
1.Discover
wk 0–2Deep-dive into your workflows and data. We prototype against your real problems in week one — feasibility is proven with code, not opinion.
2.Build
wk 2–8Sprint-based delivery with a demo every week. Evals from day one, so quality is measured, not vibes. You see the system improve in numbers.
3.Operate
wk 8+We run it with you, then hand it over: monitoring, drift detection, cost controls, and your team trained to extend the system without us.
[ 03 ] selected work
Outcomes, with numbers attached
Agentic support desk for a regional 3PL
A tool-using agent resolves tracking, rebooking and claims end-to-end. 71% of tickets closed with no human touch, CSAT up 11 points.
KYC document pipeline for a lending platform
Multimodal extraction plus a rules-checking agent cut onboarding review from 12 minutes to 40 seconds with a full audit trail per decision.
Merchandising copilot for an e-commerce group
A retrieval-backed copilot drafts listings, pricing tests and campaign copy in brand voice. Content throughput 5× with a two-person team.
we build on the frontier stack
[ 04 ] what clients say
“Three agencies pitched us decks. MeshLabs shipped a working agent in the second week of the audit. That's when we stopped talking to the other two.”
“They measured everything. Every sprint ended with eval numbers, not adjectives. Our board finally trusts an AI line item.”
[ 05 ] contact
Start with the audit
Two weeks. Your data, your workflows, our engineers. You get a ranked AI roadmap and a working prototype — free if we find nothing worth building.
or contact@meshlabs.asia