AI that fits your
business. Or no AI,
if you don't need it.
We are an AI-native team. We use AI every day in how we diagnose and build, and we put it into your workflows only where it is the best fix. This page explains how we decide.
Free diagnosis: a call plus a 1-page problem map that shows where AI fits.
1 CUSTOMER MESSAGE ON WHATSAPP
Halo, can I get a price for the blue model? We need it delivered to Surabaya next month.
2 AI READS, TAGS, AND DRAFTS
- New lead
- Price request
- Delivery: Surabaya
Draft reply ready, using your price list and delivery rules.

Most companies don't need an AI strategy.
They need 2 or 3 problems fixed.
Many teams have tried ChatGPT or bought an AI tool and seen no real change. That is rarely because AI doesn't work. It is usually one of these three reasons.
- REASON 01
No fit with the process
The tool was bought before anyone mapped how the work really happens, so it solves the wrong thing.
- REASON 02
The team doesn't adopt it
If it adds steps or lives outside the tools people already use, they go back to chat and Excel.
- REASON 03
No one maintains it
Prompts, data, and connections drift. Without someone looking after it, quality drops and people stop trusting it.
So we start with the problem, then decide if AI belongs in the fix.
When AI is the right fix,
and when it isn't.
A simple test we run in every diagnosis. Most real solutions use a bit of both sides.
Good fit for AI
Unstructured input
Chats, documents, emails, and free text that don't fit neat fields.
Repetitive judgment
Sorting, tagging, or routing the same kind of request many times a day.
Summarizing
Turning long threads, calls, or reports into the key points.
Drafting
First versions of replies or documents that a person then checks.
Better without AI
Fixed rules
Logic you can write as clear if-this-then-that steps.
Clean, structured data
Numbers and fields that are already in the right place.
Must be exact every time
Anything that has to be 100% correct, like totals, stock counts, or payments.
THE QUICK TEST
- Is the input messy?
- Can a person check the output?
- Is it worth the monthly running cost?
- Three yeses: AI fits
Any no, and we look at a simpler fix first.
In what we build,
and in how we work.
These are examples of what we can build, not past client results. Each one keeps a person in control of what matters.
IN WHAT WE BUILD FOR YOU

Leads from WhatsApp
- BEFORE
- Chats spread across personal phones. Follow-up depends on who remembers.
- AFTER
- One shared inbox. AI tags each chat and drafts a reply.
- WHO STAYS IN CONTROL
- Your sales team approves every reply before it is sent.

Invoices and CVs
- BEFORE
- Someone types each document into a sheet by hand.
- AFTER
- AI reads each document and fills in the fields.
- WHO STAYS IN CONTROL
- A person reviews the extracted details before they are saved.

SOP questions
- BEFORE
- Staff ask the same questions in chat, and senior people answer them again and again.
- AFTER
- An AI assistant answers from your own SOPs and documents.
- WHO STAYS IN CONTROL
- You decide which documents it can read. Unclear questions go to a person.
IN HOW WE WORK
Faster diagnosis
AI helps us organize interview notes and process details, so your problem map is clearer.
Better documentation
Handover docs and training material are drafted with AI and checked by us.
Faster builds
AI-assisted coding and testing shortens the time it takes to build.
The result: we deliver more within the same fixed price.
Start with one workflow.
Then grow.
We pilot AI on one real workflow before anything bigger. You see it working with your data and your team before you commit to more.
Payment works like any project: a 50% deposit, then work starts. Change requests are quoted separately.
Safe, practical,
and clear on cost.
AI should make your work easier to trust, not harder. These are the rules we build by.
A person in the loop
Anything sent to customers or touching money has a person approving it first.
Your data, your accounts
Where possible, data stays in your own accounts and tools. We design with Indonesia's Personal Data Protection Law (UU PDP) in mind.
Clear monthly costs
Your proposal shows the expected monthly AI running cost. With a retainer, we track actual usage.
Works with your tools
WhatsApp, Google Workspace, spreadsheets, and the apps you already use. No need to replace them.
What we build with
We pick tools for the problem, not the other way around. Here is what we use today.
WE BUILD WITH
WE CONNECT TO
AI questions, answered plainly.
Asking about cost or timelines? Those answers are on our home page FAQ.
Do we need AI at all?
Maybe not, and the free diagnosis tells you. If a simple form, a clean spreadsheet, or one automation fixes the problem, we will recommend that instead.
Do we need technical staff to use it?
No. We build it into the tools your team already uses and train them at handover. Someone on your side should own the process, but they don't need to be technical.
Is our data safe? Where does it go?
Where possible, your data stays in your own accounts and tools. Anything sent to customers or touching money has a person approving it. We design and run every project to comply with Indonesia's personal data law (UU PDP).
What does AI cost to run each month?
It depends on how much the workflow is used. Your proposal includes an expected monthly running cost, and with a retainer we track actual usage so there are no surprises.
What if the AI makes mistakes?
It sometimes will, so we design for it. Anything sent to customers or touching money is approved by a person, and we pick tasks where a mistake is easy to spot and fix. With a retainer, we monitor quality and tune prompts and models.
How fast can we see results?
We start with a pilot on one workflow, so you see it working early. Usually 2 to 4 weeks.
Do we need to replace our current tools?
Usually not. We connect to what you already use, like WhatsApp, Google Workspace, spreadsheets, and existing apps. We only suggest a new tool when the current one is the problem.
Tell us what's
not working.
Fill in the form and we will reply within 1 working day to schedule your diagnosis call. The call and the 1-page problem map are free.
- We read what you wrote
- We reply to schedule a call
- You get a 1-page problem map

A real conversation about how your team works today. No pitch deck.
Prefer email? hello@lingkari.com
WhatsApp: 0851-2800-2801
Thanks, we got it.
We will reply within 1 working day to schedule your diagnosis call, by email or WhatsApp.
We will reply within 1 working day to schedule your diagnosis call. Look out for a message at the email or WhatsApp number you gave us.
- We read what you wrote
- We reply to schedule a call
- You get a 1-page problem map
Free diagnosis
A call plus a 1-page problem map