An AI assistant built for your business
When standard workflows aren’t enough, we design custom cross-system flows or build an internal AI assistant that knows your business materials.
AI agents & custom work
Work we can automate
Internal knowledge assistant
InputPolicies, product materials, past emails
OutputAn assistant staff can ask directly, with sources cited
Cross-system workflows
InputManual hand-offs between several systems
OutputAn end-to-end flow that connects them
Custom agents
InputA task that needs several steps of judgment
OutputAn agent that follows rules and stops to ask when unsure
A typical workflow
Define the use case
Clarify the problem, available data and what must never happen.
Design
Choose models, define tool permissions and approval points.
Build and test
Test repeatedly on real samples, recording accuracy and failures.
Expand gradually
Run in suggestion mode first; you decide when to widen what runs automatically.
Human approval
Systems we commonly connect
- DeepSeek, Qwen, Claude, GPT and other models
- Internal documents
- Business system APIs
- Private deployment (on request)
What you receive
- Solution design document
- A working agent or workflow
- Test records and evaluation
- Operations and permissions guide
Other solutions
Sales automation
Inquiry triage, quote drafts and follow-up reminders.
- Inquiry triage
- Quote drafts
- Follow-ups
Customer support
Ticket triage, common replies and after-sales tracking.
- Message triage
- Reply drafts
- After-sales tracking
Finance & back office
Invoice checks, reconciliation and expense review.
- Three-way matching
- Bank reconciliation
- Expense review
Operations & supply chain
Order tracking, delay alerts and stock reminders.
- Order tracking
- Delay alerts
- Stock reminders
Documents & data
Contract extraction, data organization and data entry.
- Contract extraction
- Data organization
- Data entry
Start with one repetitive task
Tell us what your team repeats every day. We’ll assess for free whether it can be automated and whether it’s worth it.
Or email us at mrlin728@gmail.com