Three tracks. Four real problems. One build day.

Three ways in

1. 1

   Sales copilot

   Reps answer client technical questions by hunting through manufacturer catalogs (Japanese + Chinese PDFs), internal docs, and WeChat exports. Build an assistant that answers sales questions in seconds, with citations.

2. 2

   TT/LC parser + reconciliation

   Telegraphic-transfer and letter-of-credit details are keyed into Excel by hand and reconciled against bank statements manually. Extract the key fields from a TT/LC document and match them to a statement, flagging exceptions for human review.

3. 3

   Cold-lead digest

   The team finds new clients through conferences and manual web search. Produce a CRM-ready list of new target accounts with rationale and sources.

Judged on

• ◆Sources cited — no hallucinations, every claim traces back
• ◆Multilingual — works on Chinese + English (Japanese a bonus)
• ◆Real data — uses the Gainwise sample files
• ◆Demo — a 2-minute video showing the workflow end to end
• ◆Production path — what it takes to deploy at Gainwise next quarter

Three ways in

1. 1

   Generate a tailored loan product in real time

   From the customer's needs and Konew's product metadata, using an LLM.

2. 2

   Present an Approval-in-Principle (AIP)

   Show a few real, relevant options on the spot.

3. 3

   Hand off to sales in real time

   A clean summary of the customer's loan portfolio and an activity log for follow-up.

Judged on

• ◆Shorter journey — a real offer in real time instead of a callback
• ◆Quality of the offer — generated product + AIP fit the stated needs
• ◆Clean handoff — useful portfolio summary + activity log for sales
• ◆HK-ready — works in a real Hong Kong context (Chinese + English)
• ◆Demo — a 2-minute end-to-end walkthrough

Three ways in

1. 1

   Conversational gift-finder

   Ask a few questions — child's age, occasion, budget, values — and recommend two or three products with a reason for each.

2. 2

   Name-aware bedtime stories

   Type your child's name, get a short illustrated story starring the doll you're about to buy — used as a sales hook.

3. 3

   Storytelling product page

   Turn each item's organic, plastic-free sourcing into a reason to buy, not fine print.

Judged on

• ◆New experience — changes how people buy, not just decorates the catalog
• ◆Real products — runs against Apple Park's actual line
• ◆On-brand — warm, organic, parent-friendly
• ◆Demo — a 2-minute walkthrough of the end-to-end experience

Three ways in

1. 1

   Document-to-books

   Drop in a pile of receipts and invoices (photos, PDFs, scans, mixed Chinese + English) and get clean, categorized ledger entries, with the source document linked to each line.

2. 2

   Client onboarding copilot

   Turn the messy back-and-forth of collecting a new client's documents into a guided flow that gathers what's needed and flags what's missing.

3. 3

   Audit / filing prep

   Assemble the supporting documents and a first-pass checklist for an audit or tax filing from a client's records.

Judged on

• ◆Time saved on a real task
• ◆Messy inputs — handles mixed-language, photographed HK documents
• ◆Trustworthy — sources linked, easy to review and correct
• ◆Demo — a 2-minute walkthrough on real-looking inputs