Bilingual Knowledge Assistant

A Tamil-and-English assistant that answers questions about festivals, customs and history from the organisation's own pages, and cites where each answer came from.

A chat where a question about the Thai Pongal festival, asked in Tamil, is answered in Tamil across three paragraphs, with three numbered source links below. — Asked in Tamil, answered in Tamil, with the sources listed.

The situation before

What they were doing instead.

Decades of material about festivals and traditions lived across the organisation's website, and finding the right page meant knowing where to look.

Screens

Through the system, in order.

Drag · Arrow keys · Autoplays

Two follow-up questions in English about the same festival, answered in English with sources; the second answer notes that the source material does not cover the detailed history asked for.

01 / 01Follow-ups in English keep the thread, and the assistant admits what its sources do not cover.

What it does

The system, in plain terms.

Stack

Next.js
OpenAI
Vercel

01
Visitors ask in Tamil or English and get an answer in the language they used.
02
Answers are grounded in the organisation's published pages, not in the model's general knowledge.
03
Each answer lists its sources with links, numbered so a reader can go straight to the page.
04
Follow-up questions keep the thread, so “is this an important event?” refers back to the festival just discussed.
05
When the source material does not cover a question, the assistant says so rather than inventing an answer.

Handover

What was handed over.

Everything below is in A cultural organisation’s name. Vericon retains nothing.

Handover manifest

A cultural organisation · 2026

Transferred to the client

01Source code repositorytransferred
02Database and all datatransferred
03Hosting and cloud accountstransferred
04Domain and DNStransferred
05Admin credentialstransferred
06Documentationtransferred

Signed over in full. Nothing retained by Vericon.

Complete

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