How Lingkari uses AI

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.

Example workflow, not a client case

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.

3 YOUR TEAM APPROVESEdit or send. Nothing goes out without a person.
Approve
4 SAVED WHERE YOU WORKLead, owner, and a follow-up reminder go into your CRM or sheet.
01 The honest take

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.

  1. 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.

  2. 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.

  3. 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.

02 How we decide

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

  1. Is the input messy?
  2. Can a person check the output?
  3. Is it worth the monthly running cost?
  4. Three yeses: AI fits

Any no, and we look at a simpler fix first.

03 Where we use AI

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

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.

04 How an AI project runs

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.

  1. Free diagnosis

    A call and a 1-page problem map, including where AI fits and where it doesn't.

  2. Proposal

    Fixed price, clear scope, timeline, and the expected monthly AI running cost.

  3. Pilot on 1 workflow

    Start small

    We prove it on one real workflow with your data and your team. Usually 2 to 4 weeks.

  4. Expand

    Once the pilot works, we roll it out to more workflows or teams.

  5. Handover and training

    Docs and training so your team can run it day to day.

  6. Retainer

    Monitoring, prompt and model tuning, and AI usage cost tracking.

Payment works like any project: a 50% deposit, then work starts. Change requests are quoted separately.

05 Safe and practical

Safe, practical,
and clear on cost.

AI should make your work easier to trust, not harder. These are the rules we build by.

06 Tools

What we build with

We pick tools for the problem, not the other way around. Here is what we use today.

WE BUILD WITH

  • n8n
  • Major AI model providers
  • Custom web apps

WE CONNECT TO

  • WhatsApp
  • Google Workspace
  • Spreadsheets
  • Your existing apps
07 AI FAQ

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.

08 Free diagnosis

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.

  1. We read what you wrote
  2. We reply to schedule a call
  3. You get a 1-page problem map
Black-and-white photo of a man taking notes at a laptop in a small office
Free diagnosis call

A real conversation about how your team works today. No pitch deck.

Prefer email? hello@lingkari.com

WhatsApp: 0851-2800-2801

Book a free diagnosis

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Step 1 of 3: About you

Step 2 of 3: Your company

Step 3 of 3: The problem

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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.

  1. We read what you wrote
  2. We reply to schedule a call
  3. You get a 1-page problem map
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Free diagnosis

A call plus a 1-page problem map

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