ON THE GROUND. INTO PRODUCTION.

Turn AI into
real productivity.

From customer acquisition to knowledge and production systems. We build AI that works in your business, with clear acceptance criteria and a complete handover.

Book a 90-minute discovery Explore our services
FDE · Forward Deployed Engineer Qingdao, China
Diagnose Validate Embed
From the field to production FDE / 2026
01 / INPUTDiagnoseFind the problem worth solving
02 / BUILDValidatePut real workflows to the test
03 / DEPLOYEmbedLaunch · Train · Keep improving
03/ 04

product lines in production

1 more in development
Private deployment available
Open for new projects
4lines
Product lines
Acquisition · Knowledge · Agents · MES
3live
In production
1 more in development
3stages
Delivery framework
Diagnose → Validate → Embed
90min
Discovery session
Start with a real business problem
01 / ABOUT US

AI expertise. Business outcomes.

Our forward-deployed engineers work inside your business to deliver systems you can run, validate and own. From growth and knowledge management to manufacturing, we connect AI agents, workflows and business software to measurable improvements—and stay involved after launch.

FDE · Forward Deployed Engineer

Engineers embedded in your operations, working alongside your people to turn real problems into working systems.

PARTNER NETWORK

  • WorkBuddy channel reseller
  • 360 Nano Work key agency partner

Our mission: make custom AI practical and accessible for every business.

02 / THE REAL CHALLENGE

Great demos. Now make them work.

01

The demo doesn’t survive reality

An impressive proof of concept stalls when it meets real data and everyday operations.

02

Repetitive work keeps adding up

Data entry, searches, quotes and rework consume hours every month.

03

Knowledge leaves with people

Policies, product knowledge and experience are scattered across documents and individual employees.

04

Off-the-shelf doesn’t fit

Standard software misses your workflows. Custom outsourcing can be costly, slow and hard to maintain.

05

Production is a blind spot

Without visibility into orders, deadlines and the shop floor, managers rely on follow-ups and delayed reports.

06

AI ambition, no in-house team

Without technical support after launch, even useful automation feels too risky to adopt.

Access to a model is only the start. Forward deployment closes the gap between AI capability and operational change.

03 / OUR APPROACH

Built around you. Built to stay.

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What matters Standard SaaS Traditional outsourcing Liebian FDE
Business context Your business adapts to generic features Built to a spec, without business judgment Embedded in your operations; problems defined together
Delivery Ready to use; differences handled by configuration One-off handover; changes require a new contract Validate an MVP first, then make it operational
Lasting assets Data stays on the vendor’s platform Ends at code handover; little reuse Reusable modules make each delivery faster
Ongoing improvement Wait for the vendor’s roadmap Renegotiate, often with a different team The same team stays to monitor and improve
Risk controls Managed by the customer Managed by the customer Human approval, review and audit built in

THE FDE LOOP Diagnose → Prototype → Validate → Reuse. Each project creates a stronger foundation for the next.

04 / WHAT WE BUILD

From your first lead to final delivery.

01 Customer acquisition agent In development · Pilots open

Customer profiling, public lead discovery, automated outreach, cross-platform support and performance review.

WORKFLOW

01
Build profiles
Turn product information into customer profiles
02
Discover leads
Find prospects through public sources
03
Draft outreach
Prepare multilingual outreach
04
Send outreach
Coordinate channels and sending cadence
05
Follow up
Connect support and review results

WHO IT’S FOR & HOW IT FITS

  • For B2B sales, e-commerce and service teams managing many channels with limited sales capacity.
  • Connect your knowledge base for consistent messaging and cross-platform follow-up.
  • Keep human review available for outbound actions; test before expanding automation.

Validate conversion with one customer segment and one channel before expanding.

02 Enterprise knowledge base In production

Hosted in your environment, accessible in a browser. Cited answers, bilingual interfaces and private chat histories.

PRODUCT CAPABILITIES

  • Deploy in your environment, without depending on our cloud.
  • Sign in through a browser, without building a complex system yourself.
  • Chinese and English interfaces for multilingual teams.
  • Sources and citations make answers verifiable and traceable.
  • Share company knowledge while keeping individual chats separate.
  • Connect with agents such as WorkBuddy, Nano Work and Doubao Work.

COMMON USE CASES

Employee onboarding
Self-service access to policies, workflows and product knowledge helps new hires get up to speed.
Sales & support
Consistent messaging and pricing guidance, with sources attached to every answer.
Cross-team collaboration
Keep experience searchable and current, reducing handover effort and repetitive questions.
03 Custom agents & workflows Built to fit

Workflow automation and multi-agent orchestration for both structured tasks and less predictable business processes.

Workflow
Automation for well-defined rules
Receive→ Process→ Check→ Output

For stable rules, repeatable steps and results that can be verified.

Agent
Goal-driven execution
Understand→ Select tools→ Execute→ Review

For clear goals with variable paths. Critical actions still require approval.

ORCHESTRATION

Planner · Break down the goal→ Worker · Execute and gather evidence→ Auditor · Cross-check→ Human owner · Approve

TYPICAL APPLICATIONS

Content and translation · Quotes and documents · Customer Q&A · Reconciliation · Data governance

04 Manufacturing execution system In production

A connected system for metal manufacturing: orders, deadlines, process planning, job dispatch, reporting, shipping and management dashboards.

BUILT FOR THE SHOP FLOOR

01
Order intake
Bring sales orders into the system
02
Deadline alerts
Identify delivery risks early
03
Process & BOM
Break work down by process
04
Mobile reporting
Dispatch jobs and report by phone
05
Shipping
Connect dispatch to delivery
06
Operations dashboard
Give managers real-time visibility
Fits the way you work
Designed around actual shop-floor operations.
One connected data flow
Sales, production and inventory share the same data.
See risks sooner
Live dashboards show order progress and deadline risks.

For manufacturers and integrated manufacturing-trading businesses. Mobile reporting keeps management informed with current data.

Every service follows the same FDE process: discovery → MVP → launch → ongoing support.

05 / HOW WE DELIVER

Three stages. One team, alongside yours.

STAGE 01 DIAGNOSE
Diagnose
  • Map the business
  • Establish a baseline
  • Choose the first pilot
STAGE 02 VALIDATE
Validate
  • Build a working MVP
  • Test and review
  • Make a go / no-go decision
STAGE 03 SOLIDIFY
Embed
  • Document workflows and knowledge
  • Set permissions and monitoring
  • Train your team and hand over

Your business owner stays involved, with on-site or remote support at key milestones. By launch, your team is ready to use the system with confidence.
Every stage has defined deliverables, an acceptance owner and clear success criteria.

06 / SECURITY & DEPLOYMENT

Your data. Your control. Human judgment.

01

Private or on-premises deployment

Agree data flows, retention and access in advance, with deployment options that keep critical data in your environment.

02

Permissions, versions & audit

Track who did what and when, with a traceable audit history.

03

Validate in a sandbox first

Compare results in read-only or simulated operation before a phased rollout.

04

Approved changes. Ready to roll back.

Every release includes validation, an approval record and a rollback plan.

Local storage alone is not enough: We also review where inference runs and which third-party services are called. These access and audit controls are already deployed in sensitive organizational settings.
07 / IN PRODUCTION

Four product lines. Three already at work.

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Product lines Status What it delivers Built for
Democratic party office platform In production A local workspace for document processing, assisted review, human checks, versioning and audit archives. Organizations handling sensitive information
Enterprise knowledge base In production Private deployment, cited answers, bilingual UI and isolated chat histories. Businesses and teams
Metal manufacturing MES In production Order-to-shipment tracking, mobile reporting, progress alerts and operational dashboards. Manufacturing and manufacturing-trading businesses
Customer acquisition agent In development Customer profiles, public leads, multilingual outreach and cross-platform follow-up. Sales, e-commerce and marketing teams

Each project contributes reusable modules to the next, helping reduce future delivery time and cost.

08 / WORK WITH US

A real problem. A 90-minute conversation.

FOR YOUR BUSINESS

  • 01Bring your business owner, a workflow sample and one real problem to a 90-minute discovery session.
  • 02Agree on priorities, baseline metrics, ownership and the conditions for getting started.
  • 03Start with a focused pilot, validate together, then embed and expand.
  • 04Discovery and project fees, plus optional subscription or support. Pricing follows the agreed scope.

Ways to work together

Choose what fits your stage and scale, or combine options.

Project delivery
A working system delivered to an agreed scope and validated together.
Platform subscription
Annual subscriptions and ongoing updates for products such as the knowledge base.
Ongoing support
Monitoring, iteration and regression checks for reliable operation.
Channel partnerships
Joint delivery, referrals and white-label partnerships are open for discussion.

Timelines, fees and acceptance criteria are agreed in writing after scoping. Case results are not a guarantee of future returns.

LET’S TALK / CONTACT

Let’s start with
your real business.

OUR OFFICE

1705B, Xiwang Tower, Shibei District, Qingdao, Shandong, China

PARTNERSHIPS & DEMOS

Get in touch for a product walkthrough.

LET’S BUILD SOMETHING REAL

Bring a real problem.

In 90 minutes, we’ll map your workflow and identify the first AI use case worth building.

Email us to get started

Tell us a little about your business and the problem you want to solve.