AI in action
Recent results we built with AI and now use ourselves or have delivered. Internal and customer systems are not public, so short demo videos show how they work: interfaces are illustrations, customer and business data are fictional, and the figures are real totals.
Digital twin · Factory
A digital twin platform for factories
Site plans and CAD drawings become an editable 3D factory: place equipment, draw cable trays and fibre runs, plan camera coverage, let the AI assistant fill blind spots or plan AGV routes, export bills of materials and drawings, and simulate production lines.
Odoo modules · IT service operations
Odoo 19 modules for IT service operations
More than 30 Odoo 19 modules built with AI coding and running in production: email tickets and SLAs, device and coverage records, renewal quotes, delivery projects, payment approvals, AI ticket suggestions and meeting minutes, connected to Microsoft 365, DingTalk and WeCom.
Service platform · Knowledge
Old tickets become a knowledge base you can ask from WeCom
AI turned 988 tickets closed more than two years ago into 240 knowledge articles. Engineers ask in Odoo's AI Search or in WeCom and see devices, tickets and fixes within their own permissions; a thumbs-down with a short comment opens an improvement ticket.
Industry LLM · Customs clearance
Customs LLM: intelligent clearance analysis
For a telecom operator's industrial-internet company, an industry LLM for port trade and customs clearance: customs announcements, ministry orders, penalty rules and HS commodity codes form a private knowledge base; a declaration agent works out each question before it searches and answers, analyses uploaded trade documents and finds sailings in one question, such as “Which ships go to Japan in October?”. Orchestrated in Dify and deployed on a China-made infrastructure stack.
Odoo delivery · Manufacturing
HR and attendance system for a manufacturer
For a manufacturer we moved time-clock exports, shift sheets and VBA timesheets into Odoo 19: employee records, shifts, automatic clock-in import, leave, overtime and trip approvals, daily exceptions, weekly and monthly reports and annual-leave balances. Now in customer acceptance.
Dify workflows · On premises
An on-premises AI assistant and data flows
Dify and a local LLM give a company one AI assistant on its own network: translation, summaries, writing, meeting minutes and company Q&A are routed automatically, Word, PDF, PowerPoint, images and TIFF are read, and documents stay on site. A data flow turns mixed-format sailing schedules into a knowledge base.
AI workflow · Manufacturing lab
Reading dimensions off lab cross-section images
A Dify workflow for a manufacturer's lab reads the required dimensions off cross-section photos of metal joints and calculates their average, turning small vertical labels upright before reading them. On 9 test images, all 45 values were correct.
AI app · Education
Parent group assistant: an AI English tutor
Forward the teacher's messages, screenshots, PDFs and audio: the AI builds the homework list, checks photographed homework, creates word, reading, listening, speaking and writing practice around the child's weak spots and sends parents a weekly report.
AI infrastructure
A private LLM gateway for all our AI tools
Our assistants, coding tools, office bots and knowledge Q&A all reach the models through one private LLM gateway. Older images in long chats become text summaries instead of failing the request, web searches no longer fail halfway, and model resources fail over by priority.
SEO / GEO · Company websites
SEO and GEO for company websites
AI reviews a company website page by page, fills in the service steps, prices and team details customers ask about, fixes outdated or inconsistent content and structures pages so AI search can cite them. Statistics load only after consent, images are compressed and cached, and a matching bilingual company deck is produced.
Customer results
Selected DELine projects in this area. Client names are withheld; figures come from our project and ticket records.
AI assistant
AI assistants with appointment booking, expanded to an agent platform
20
AI agents on the platform
Client: A local public organisation in Jiangsu. Name withheld.
Need: The organisation wanted AI assistants that could answer questions and book appointments.
What we did: Two AI assistant roles with calendar booking (40 million tokens a month); in 2025 upgraded to an enterprise agent platform with 20 agents and 10 concurrent video calls, plus integration.
Result: Launched in April 2024, renewed and expanded in July 2025.
Digital human
A 55-inch digital-human kiosk for a telecom operator branch
55-inch
digital-human kiosk
Client: A local branch of a Chinese telecom operator. Name withheld.
Need: The branch wanted an interactive digital human in its customer hall.
What we did: A 55-inch digital-human kiosk with one AI role for a year (web and API access, 20 million tokens a month), installation and data tuning.
Result: Ordered and delivered in July 2024.