AI & language models
Language-model API usage, prompt design, token cost control and output quality evaluation.
Four complementary service groups: building software, applying AI, automating processes, then maintaining them. You can engage us for one or the entire chain.
| Your situation | Recommended service | First output |
|---|---|---|
| A manual process that eats time every week. | Business process automation | A workflow map and proposed automation points. |
| You want to use AI but do not know where to start. | AI consulting & training | A shortlist of viable opportunities with risks and estimated model cost. |
| You need a new application or internal system. | Software development | Scope design, first-stage prototype and a staged plan. |
| A running system that breaks or is unmaintained. | IT maintenance & support | A health check report and a prioritised remediation plan. |
We build web applications, internal systems, dashboards and APIs that solve one problem well. Work is split into short stages so you can try results while the project is still running.
Organisations with a clear picture of their process who need a technical partner that works tidily and hands over documentation.
Not every task needs AI, and not every task should be given AI. We help separate the two, then equip your team with a safe, repeatable way of working.
One of the materials we use is the Indonesian-language DeepSeek Harness guide, which explains safe use of AI agents for file and terminal work.
We map your workflow, find the steps that consume the most time, and replace them with logged automated flows. Every automation includes failure notifications, so no work disappears silently.
Software needs care after launch. We handle monitoring, backups, security updates and incident fixes, with periodic reports so the state of the system stays visible.
Language-model API usage, prompt design, token cost control and output quality evaluation.
Agents that use tools (files, terminal, web) with strict permission boundaries and an audit trail.
Answering from internal documents with source references, not model guesses.
Web interfaces, API services, authentication and user access management.
Tabular data processing, report generation and production of Excel/Word files for operations.
Credential handling, access restriction, activity logging and usage procedure drafting.
| Item | Detail |
|---|---|
| Source code | Handed over in full with change history, not only compiled output. |
| Documentation | Technical notes, runbooks and usage guides for your team. |
| Training | Hands-on sessions so your team can operate and maintain the system. |
| Support period | A coaching window after handover, with the length agreed up front. |
Our goal is simple: once the engagement ends, your team can run and extend the system without calling us constantly.
We do not publish fixed rates on this page because effort depends heavily on scope, the number of integrations and data complexity. Instead we prepare a written proposal after the initial discussion, covering:
If your budget is limited, we usually suggest starting with one small stage to prove the benefit before expanding the work.
It depends on scope. Small work such as automating a single workflow or prototyping an internal assistant usually completes within weeks, while larger systems are split into stages with a written schedule.
Yes. For data that must not leave your network, we can set up models running on your own infrastructure. The trade-offs are hardware requirements and output quality that must be tested first.
That is exactly why training is part of our work. We explain without confusing jargon, use examples from your own work, and leave documentation you can revisit.
Tell us about the work you want to make easier. We will explain whether it fits AI, conventional software, or simply a process fix — with no charge for the initial discussion.