MelisaGuide answers the questions Malaysian couples actually ask when they plan a wedding. We publish a public knowledge platform organised two ways, by the task a couple faces and by the culture the wedding follows, written in the country's four languages and rendered as readable pages built to be found and cited. It is free to read, with no account required, so the answer is available to the person who needs it at the moment they go looking for it. Its tagline states the job in Bahasa Malaysia: Enjin Jawapan Kahwin Malaysia — Malaysia's wedding answer engine.

The problem in the vertical

A wedding in Malaysia is a culturally specific, high-stakes event, and most couples plan one exactly once with no prior experience to draw on. The knowledge they need is real and it exists, but it is scattered across forums, social media, and hearsay, where it arrives in fragments and cannot be trusted without checking it against something else. A couple looking for the sequence of a ceremony or the shape of a budget has to assemble an answer from pieces, and the pieces rarely agree.

The cultural dimension makes the scattering worse. Malay, Chinese, Indian, and cross-cultural weddings each follow their own formats, sequences, and expectations, and a couple often plans across more than one. Much of what is written online is in the wrong language for the reader, describes the wrong culture’s ceremony, or is a vendor selling something rather than an answer. What the vertical lacks is not information but a place where the information is organised, correct for the reader’s culture and language, and written to inform rather than to sell.

The system

MelisaGuide is structured as an answer engine. Each topic has one canonical home, and the library is organised two ways at once: by need, covering planning, budget, venues, vendors, checklists, templates, and the do’s and don’ts, and by culture, covering Malaysia’s Malay, Chinese, Indian, and cross-cultural formats. Every guide is published in Bahasa Malaysia as the canonical version and in English, Chinese, and Tamil, as fully server-rendered readable pages carrying structured data, so that a couple reaches a complete answer in their own language rather than a fragment they have to verify.

The platform is one side of a single system. MelisaGuide shares its content backbone with MeetMelisa: a guide is written once and serves both the public knowledge platform and the planning app, so a couple learns with MelisaGuide and plans with MeetMelisa across one continuous persona. It completes the wedding cluster alongside CEVENTUS, which runs the venues and vendors on the industry side. MelisaGuide carries the knowledge, MeetMelisa carries the couple’s plan, and CEVENTUS carries the operations: independent products that let one domain be understood from three sides. The platform is on the web today, with iOS and Android editions planned, in development and Malaysia first, with expansion across South-East Asia planned for 2027.

MelisaGuide is built and operated within Alnaire's vertical AI foundry, and its published knowledge is served through the enterprise infrastructure Alnaire operates in the AWS Malaysia Region.