# Fr8Labs

> The AI agent-ready freight management system (FMS) for freight forwarders — FMS, CRM, integrated accounting, customer portals and AI built in, plus an MCP server that connects ChatGPT and Claude to your freight data. Built in Southeast Asia.

## Key pages

- [Homepage](https://fr8labs.co/): Product overview, pillars, platform narrative
- [Who we serve](https://fr8labs.co/who-we-serve): By company size, role, and local-market fit
- [Why Fr8Labs](https://fr8labs.co/why-fr8labs): Partnership model, ICP criteria
- [Fr8Labs AI Team](https://fr8labs.co/ai): An AI copilot for every teammate and your own AI Console to run them (available today), AI employees that own one defined job (private beta), built-in AI for documents, tracking, analytics and status chasing, and ChatGPT/Claude connections via MCP; copilot and built-in AI changes are approved by a person, while AI employees are built to run routines on their own and bring exceptions to a person
- [Fr8Labs MCP server](https://fr8labs.co/mcp): Remote MCP server for freight forwarders — connect ChatGPT or Claude (OAuth) to Analytics (ask, dashboards, scheduled reports), Actions (jobs, quotes, invoices, confirmed by a person before saving) and Notifications; Accounting in early access; company-scoped, admin-controlled
- [Philosophy](https://fr8labs.co/philosophy): Stable Core, AI Adaptive Edge — architecture philosophy
- [Local fit](https://fr8labs.co/local-fit): Per-country compliance and integrations
- [Pricing](https://fr8labs.co/pricing): Per-user base fee for the core platform, modules as add-ons
- [Book a demo](https://fr8labs.co/demo): Demo booking for freight forwarders

## Solutions

- [All solutions](https://fr8labs.co/solutions): 11 modules across three pillars — Operate, Engage, Automate
- [Freight Management System](https://fr8labs.co/solutions/fms): Quote to invoice in one chain — ocean, air, job costing, 20+ native documents, per-job P&L
- [CRM](https://fr8labs.co/solutions/crm): Freight-native sales pipeline connected to live shipment data
- [Accounting](https://fr8labs.co/solutions/accounting): Integrated double-entry accounting — charge-to-GL defaults, multi-currency, SOA, month-end controls
- [AI Autofill](https://fr8labs.co/solutions/ai-autofill): Stop re-keying bills of lading — AI reads BLs, air waybills, arrival notices, booking confirmations, manifests and vendor invoices in seconds and fills the job; a person approves before anything is saved, and vendor invoices arrive as drafts
- [AI Companion](https://fr8labs.co/solutions/ai-companion): Track containers and air cargo across 410+ shipping lines and airlines without EDI or carrier contracts — AI reads carrier websites and self-heals when they change; Fr8bot Chrome extension reads carrier portals
- [AI Analytics](https://fr8labs.co/solutions/ai-analytics): Build freight dashboards by asking in plain English — top consignees, margin by lane, on-time % — with the built-in AI editor or your own AI (ChatGPT/Claude) connected via MCP
- [AI Playbooks](https://fr8labs.co/solutions/ai-playbooks): Automate cargo status updates from agent emails — AI extracts status per HBL, updates shipments and times the next chase; shadow → assisted → autonomous; e-POD and AI expense claims
- [Portals](https://fr8labs.co/solutions/portals): Self-service customer and vendor portals — tracking, documents, invoices
- [Notification Hub](https://fr8labs.co/solutions/notification-hub): Update once, notify everyone — email, WhatsApp, Telegram, portals, automated chasers
- [Community](https://fr8labs.co/solutions/community): Forwarder-to-forwarder nominations, EDI format bridging, partner messaging
- [Open API & Ecosystem Services](https://fr8labs.co/solutions/ecosystem-services): Payments, insurance, customs, and supply chain partners on one platform

## Integrations & guides

- [Integrations](https://fr8labs.co/integrations): Open API, EDI bridges to partner forwarders, customs + e-invoicing networks across SEA, payment/insurance/PO rails, 410+ carrier tracking — live MCP server connecting Claude/ChatGPT to your freight data — ask in plain English, draft jobs, quotes and invoices that a person confirms before saving
- [FMS vs TMS](https://fr8labs.co/guides/fms-vs-tms): An FMS is the freight forwarder's kind of TMS (also called a "freight forwarder TMS"); TMS is the umbrella spanning shipper, carrier/line, trucking, courier and forwarder systems — and why a forwarder needs the forwarding-specific one
- [Choosing freight forwarding software](https://fr8labs.co/guides/choosing-freight-forwarding-software): Seven criteria that separate platforms — quote-to-invoice completeness, integrated accounting, local compliance, integrations, AI applied right, mid-market economics, data ownership — with demo questions

## Blog posts

- [My super users found the next thing before I did](https://fr8labs.co/blog/my-super-users-found-the-next-thing): A month of watching forwarders ask their own data in plain English, and the wall they all hit.
- [I had a full data team. A new dashboard still took two weeks.](https://fr8labs.co/blog/a-new-dashboard-still-took-two-weeks): In FMCG distribution I ran a war room with a full data-engineering team — and a new dashboard still took one to two weeks. That delay is the itch I started Fr8Labs to scratch: let forwarders ask their freight data directly and get the answer as a chart.
- [Why we stopped building new modules in full UX](https://fr8labs.co/blog/why-we-stopped-building-new-modules-in-full-ux): Build a full module, find out a year later that barely a fraction of customers use it. Embed inside an existing workflow first, graduate when usage earns it. Here's why.
- [I killed a nearly-finished agency website and AI-built this one in five working days](https://fr8labs.co/blog/the-agency-website-i-killed): Five days, no agency, no Webflow. The site you're reading is the result. Here's why I scrapped a paid-for redesign three weeks before launch.
- [The 3-week backlog that disappeared, and the PM who got promoted for it](https://fr8labs.co/blog/the-three-week-backlog-that-disappeared): The PM didn't get promoted because AI replaced their work. They got promoted because AI absorbed the part of their work that was holding the rest back.
- [The week WiseTech admitted it, and I finally said what I'd been thinking for months](https://fr8labs.co/blog/what-wisetech-job-cuts-made-me-rethink): WiseTech cutting 2,000 jobs and the CEO saying the era of writing code is over was the moment it became impolite to keep pretending. But the shift in my own thinking started months earlier — from the inside out — when I realized I could personally build a product-grade module using AI, and that changed what I thought a software company was for.
- [Why I stopped being a pessimist about freight tech (and started betting the other way)](https://fr8labs.co/blog/why-ai-makes-the-opportunity-bigger-not-smaller): The last post ended on a downbeat. What I didn't say is that I'm more optimistic about this decade than the last one. Reason: a Sequoia piece from March made one argument cleaner than I'd been able to, and it changes what a freight software company is actually for.
- [The forwarder who told me AI was completely wrong — and changed his mind ninety minutes later](https://fr8labs.co/blog/the-call-that-made-me-rewrite-our-roadmap): A mid-market forwarder we pitched recently opened the call telling me he was skeptical — he'd watched a peer use AI for contracts and the output was completely wrong. Ninety minutes later, he named three pains with specificity I hadn't heard from most forwarders. That conversation is why the last two posts in this series exist.
- [We wanted AI everywhere. Here's where we drew the line.](https://fr8labs.co/blog/we-wanted-ai-everywhere-heres-where-we-drew-the-line): The series so far described why the old shape of software is breaking (Part 1), why the opportunity is bigger than the crisis (Part 2), and a specific forwarder who articulated the three pains we're now solving for (Part 3). This is the last post in the series. It's about what we actually did about it — the two rules we invented, the reorg, and the line we drew for where AI is allowed to touch.

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