What Working With Us Actually Means
The difference between a working integration and a fragile one often comes down to care, clarity, and who is paying attention after delivery. That is where we focus.
Back to HomeSix Things Clients Tell Us They Value
These are not marketing headings — they are the specific things clients mention when they explain why they stayed with us.
One Engineer, One Client
You have a named person throughout your project. Not a ticketing queue, not a rota — a single engineer who knows your systems.
Documentation You Can Use
Handover materials written for non-developers. When something needs attention in six months, you can understand what to do.
Tested, Not Just Built
Integrations are tested under conditions that reflect actual usage before they leave our hands. Edge cases included.
Monthly Plain-Language Reports
Tending Service clients receive a monthly summary of integration health in terms they can act on, not dashboards that require interpretation.
Clear, Agreed Pricing
Prices are listed. Scope is agreed before work begins. There are no additions that weren't discussed, and no surprises at invoice time.
Thailand Standard Time Availability
We are based in Chiang Mai. Response times reflect local hours, and there is no confusion about time zones or out-of-hours delays.
Engineers Who Have Done This Work Before
AI integration is a young field, but the underlying skills — API design, system reliability, data handling — are not. Our team draws on years of practical experience connecting enterprise software in Southeast Asia.
- Nine years of combined API and integration experience
- Familiarity with software systems common in Thai businesses
- Practical knowledge of AI service reliability patterns
"The assessment report contained things we hadn't considered. It was clear our engineer had actually looked at our systems rather than applying a template."
— Tending Service client, Chiang Mai
We keep a current working knowledge of AI service APIs — their capabilities, their update patterns, and their common failure modes. This is not background knowledge; it is how we avoid building connections that break on the next service update.
Working Knowledge, Not Theoretical Familiarity
We work with the AI services clients actually want to connect — language model APIs, document analysis tools, automation platforms — and we keep that knowledge current by working with them regularly, not just reading about them.
- Ongoing familiarity with major AI service APIs
- Monitoring of upstream changes that affect live integrations
- Experience with the patterns that cause integrations to fail quietly
Responsive, Without Being Pressured
We reply to client messages within one business day. We do not create urgency where none exists. Questions about scope, timeline, or costs are welcomed and answered without pressure to decide quickly.
- One-business-day response commitment
- Progress updates throughout each engagement
- Calm, informative conversations rather than sales calls
Every engagement has a named engineer who receives your messages. You are not routed through a support tier or asked to re-explain your setup to a different person each time.
Pricing is listed on this website. Scope is agreed before work begins. The invoice at the end of a project matches the figure agreed at the start.
Transparent Pricing in Thai Baht
Our services are priced in Thai Baht and posted publicly. Link Assessment at ฿4,400, Connected Build at ฿9,800, and Tending Service at ฿16,700 per month. Scope variations are discussed before any commitment.
- Published prices, no hidden additions
- Scope agreed in writing before work starts
- No obligation after an assessment
Mali Compute vs. Typical Providers
| Feature | Mali Compute | Typical Providers |
|---|---|---|
| Named engineer per client | ||
| Readable handover documentation | ||
| Published prices in local currency | ||
| Pre-delivery integration testing | Varies | |
| Monthly integration health reports | ||
| Upstream API change monitoring | ||
| No-obligation assessment option |
Features You Won't Find Elsewhere
The Garland Method
We map integrations as linked beads — each connection visible, each dependency noted. This gives clients a clear picture of what is connected to what before and after every project.
No-Obligation Assessments
The Link Assessment is a standalone service. The report we deliver is yours. You can act on it with us, with someone else, or at your own pace. We do not treat it as a sales commitment.
Tending, Not Just Maintenance
Our ongoing service goes beyond keeping things running. It includes gentle extension of integrations as your needs grow, handled by the same engineer who built them.
Local Presence
Operating from Chiang Mai means we understand the business environment in Northern Thailand and respond in the same time zone as our clients — no offshore delays.
Our Work in Numbers
Chiang Mai Tech Community Member
Active contributor to the Northern Thailand technology community since 2022.
PDPA-Aware Practices
All integrations designed with Thailand's Personal Data Protection Act considerations in view.
Verified AI Service Partners
Established working relationships with major AI API providers used in our integrations.
See These Benefits in Practice
Start with a Link Assessment. It is a low-commitment way to understand what AI could do for your systems, carried out by a named engineer who will explain what they find.
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