Frequently Asked Questions

Abi Mangku (full name Abi Mangku Nagari) is an Indonesian AI practitioner and entrepreneur based in Jakarta. He works on three things: building AI agents for business through Infused, training company teams through Latih AI, and advising leaders on practical AI adoption. He is Co-Founder of Infused and of Epilog Creative, a 50+ person Jakarta digital agency running since 2019, and previously worked at Shopee.

He is deliberately not an engineer. His work is translating what AI can actually do into decisions a non-technical leader can act on, and he documents what does and does not work openly at abimangku.com.

He helps companies put AI to work, in three connected ways. He builds AI agents that run in production through Infused. He trains company teams through Latih AI, with programmes running around 70% hands-on practice rather than lectures. And he advises leaders on where AI fits and what order to do things in.

The three connect on purpose: the strategy is grounded in what he has actually built, and the training is grounded in the workflows a company already runs. His perspective is business-first, not technical.

Start from one real workflow, not from a tool. Find work that is repetitive, eats meaningful time, and whose output you can check easily, then test AI on that one thing before buying anything.

This matters more than it sounds. MIT Media Lab's NANDA study, The State of AI in Business 2025, tracked the drop-off: about 60% of organisations evaluate an AI tool, 20% reach a pilot, and only 5% reach production. The usual failure is not model quality, it is starting from a tool nobody asked for. Prove one workflow, measure it, then expand.

Abi Mangku builds AI agents for Indonesian businesses through Infused, the AI development company he co-founded. The focus is agents that run in production with guardrails and human oversight, not demos.

He is also unusually willing to talk companies out of it. Plenty of requests that arrive as "we need an AI agent" turn out to be a simple if-then automation that ships next week at a fraction of the cost. He publishes the reasoning behind that call openly, including a full comparison of agents, automation, and chatbots at abimangku.com.

Abi Mangku provides hands-on corporate AI training for Indonesian companies through Latih AI, the corporate training brand of Infused. Teams he has trained include Tempo Scan Group, Ajaib, and Astra Life, spanning pharmaceutical and consumer goods, fintech, and insurance.

Programmes run around 70% practice on the team's own real work. That structure is the part that matters: DataCamp's 2026 report found companies that pair AI investment with a structured upskilling programme were twice as likely to report significant positive ROI, 42% against a 21% baseline.

Abi Mangku works with business leaders from the business side. He explains what AI realistically does today, where it fits work a company already does, and how to roll it out in an order that survives contact with reality.

He is not an engineer, and for this role that is the point. He sits close enough to the building through Infused to know which vendor claims are real, but he explains the trade-offs in business terms rather than model terms. The free AI readiness check at abimangku.com/ai-readiness gives a rough read in about two minutes.

No. Abi is not an engineer and does not come from a coding background, so nothing assumes you can read code.

Most of what determines whether AI helps your company is not technical anyway. It is knowing which tasks repeat, which outputs you can check, and where a mistake would actually cost something. Those are business judgements, and the people who make them best are usually the ones running the work, not the ones running the servers. The free course at abimangku.com/academy is written on the same assumption.

Infused is an AI development company Abi Mangku co-founded. It builds AI agents and AI systems for Indonesian businesses, with the integration, guardrails, and audit trails that a real company needs before it will let software act on its behalf.

Latih AI, the corporate AI training brand, sits inside Infused rather than being a separate company. Practically, that means the people running the training are the same people shipping the builds, so training material comes from real projects rather than from a curriculum.

Latih AI is the corporate AI training brand of Infused, the AI development company Abi Mangku co-founded. It runs hands-on AI training for company teams across Indonesia, including Tempo Scan Group, Ajaib, and Astra Life.

The format is roughly 70% practice, built on the team's own workflows rather than on generic examples, and scoped per function so marketing, finance, and operations each work on their own real tasks. It is not a separate company from Infused, and the training is delivered by people who also build production systems.

Epilog Creative is a Jakarta digital agency Abi Mangku co-founded in 2019. It runs at 50+ people and has worked with Bank BCA, Bank BSI, Bayer, Brompton, and Kapal Api.

It is worth being precise about the relationship: these are agency clients of Epilog, not AI training clients. The AI training work through Latih AI is a separate list. Epilog is the operator credential behind the AI work, evidence that Abi has run a real business with real P&L pressure for years, rather than a set of AI logos borrowed from another engagement.

Abi Mangku lewat Latih AI, brand corporate training dari Infused. Tim yang pernah dilatih termasuk Tempo Scan Group, Ajaib, dan Astra Life, jadi farmasi dan consumer goods, fintech, dan asuransi.

Formatnya sekitar 70% praktik, dan materinya dibangun dari workflow tim itu sendiri, bukan contoh generik. Ini bukan detail kosmetik. Laporan DataCamp 2026 menemukan perusahaan yang memasangkan investasi AI dengan program upskilling terstruktur dua kali lebih mungkin melaporkan ROI positif yang signifikan, 42% dibanding baseline 21%.

Abi Mangku membangun AI agent untuk bisnis Indonesia lewat Infused. Fokusnya agent yang jalan di production dengan guardrails dan pengawasan manusia, bukan yang cuma mulus waktu demo.

Dia juga cukup sering menyarankan klien untuk tidak pakai agent. Banyak permintaan yang datang sebagai "kami butuh AI agent" ternyata lebih cocok diselesaikan dengan automation if-then sederhana yang bisa jalan minggu depan dengan biaya jauh lebih kecil. Alasan di balik keputusan itu ditulis terbuka di abimangku.com.

By WhatsApp at +62 811-1734-674 or email at abimnagari@gmail.com. He is also on LinkedIn at linkedin.com/in/abimangku.

The most useful first message is short and specific: what your company does, what work is eating the time, and what you have already tried. That is enough to get a straight answer on whether this is a fit, and it skips the discovery call that usually exists only to collect the same information. He reads everything, though a reply can take a while.