AI/DX demo portfolio

Sample inputs and outputs for each offer — try the flow, then start diagnosis or contact.

Preview outcome sketches before you inquire. Every item is a hands-on sample.

Sample scenarios only. Production projects are scoped after diagnosis.

Operations improvement · AI adoption

AI chatbot

24/7 FAQ and first-line inquiry handling

What it does
Classify web/LINE inquiries, draft replies, escalate when needed
Sample input
"Is this in stock?" · "What is the implementation timeline?"
Sample output
Category · draft answer · handoff card for staff
Expected effect (reference)
Lower first-line inquiry load (reference)
Typical timeline
4–6 weeks

AI sales assist

Turn discovery notes into proposal outlines and ROI drafts

What it does
Industry templates + issue tags → outline and impact draft
Sample input
"High logistics cost" · "Tribal quoting process"
Sample output
Proposal TOC · before/after KPIs · payback sketch
Expected effect (reference)
Shorter proposal drafting time (reference)
Typical timeline
4–8 weeks (PoC to production)

LINE → CRM

From LINE friend add to lead capture and follow-up

What it does
LIFF intake + attribute tags + sales notifications (sample flow)
Sample input
Industry pick on LINE · three pain-point choices
Sample output
Lead card · recommended action · follow-up reminder
Expected effect (reference)
Fewer missed leads · less tribal follow-up risk (reference)
Typical timeline
5–8 weeks

AI meeting notes

Structure decisions and action items from voice or notes

What it does
Extract field/meeting highlights + optional task sync
Sample input
Field voice memo · recurring meeting notes
Sample output
Decisions · owners/dates · risk flags
Expected effect (reference)
Less time on reporting and sharing (reference)
Typical timeline
3–5 weeks

DX diagnosis

From discovery to prioritized improvements and ROI ranges

What it does
10-minute questionnaire scores ops, profit, and automation headroom
Sample input
"Two hours daily on stock checks" · "Quotes depend on one person"
Sample output
Top 3 themes · expected impact range · next steps (estimate/report)
Expected effect (reference)
Clearer improvement priorities · next-step focus (reference)
Typical timeline
Same day–2 weeks (diagnosis to proposal)

Development support · maintenance

Code rescue

From error triage to fix plan and priority

What it does
Draft cause hypothesis, fix steps, and effort from anonymous error samples
Sample input
"Type error …" · "500 at POST …"
Sample output
Cause · fix approach · priority (P0/P1/P2)
Expected effect (reference)
Faster initial recovery response (reference)
Typical timeline
1–4 weeks (investigation to fix · reference)

Next.js / React repair

Resume stalled projects — fix build/production issues and recover delivery

What it does
From error type and symptoms → cause hypothesis, fix steps, recurrence checks (sample)
Sample input
"Build failed · stalled 2 weeks" · "Hydration mismatch"
Sample output
Cause · fix plan · steps · prevention · timeline
Expected effect (reference)
Support resuming stalled delivery (reference)
Typical timeline
1–2 weeks (investigation to resume · reference)

Dev unblock

Unblock stalled changes and refactors — plan from triage to delivery

What it does
Triage stuck work · implementation steps · human review checklist (sample)
Sample input
"Tests in a fix loop" · "Unclear spec blocks direction"
Sample output
Triage · instruction draft · steps · review points · timeline
Expected effect (reference)
Relief from dev stalls (reference)
Typical timeline
3–7 business days (reference)

WordPress / LP renovation

Improve LP conversion, trust, and SEO — structure and CTA renovation sketch

What it does
From industry and pain → page structure, CTA, SEO plan and timeline (sample)
Sample input
"Low inquiry CV" · "Poor mobile layout"
Sample output
Renovation plan · structure · CTA · SEO · timeline
Expected effect (reference)
Stronger inquiry paths (reference)
Typical timeline
2–4 weeks (reference)

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