Service 06 / 08

AI, Automation & Machine Learning

We apply AI and automation to work that is repetitive, demands high precision, or must run around the clock—from face and licence-plate recognition and water-flow monitoring to workflow automation and LLM-powered assistants, including the hardware when you need it.

  • Computer vision
  • Biometrics
  • Process automation
  • AI & LLM integration

Benefits

Fewer human errors

Repetitive tasks are run by the system consistently and accurately.

24/7 operation

Cameras, sensors, and bots work without breaks, alerting you when something important happens.

Lower costs

People are freed up for higher-value work.

Faster decisions

Camera and sensor data become information instantly.

What’s included

  1. 01

    Face Recognition & Analysis

    Identity verification, attendance, and facial-attribute analysis.

  2. 02

    Iris & Vein Biometrics

    High-assurance authentication through iris and blood-vessel patterns.

  3. 03

    Licence Plate Recognition

    Automatic plate reading for parking, gates, and enforcement.

  4. 04

    Object & Gesture Detection

    Recognising and counting objects, and turning gestures into commands.

  5. 05

    Water Flow Monitoring

    Real-time flow and discharge measurement with computer vision and sensors.

  6. 06

    Business Process Automation

    Workflows, RPA, and system-to-system integration that cut manual work.

  7. 07

    AI & LLM Integration

    Chatbots, document assistants, and text analysis connected to your internal data.

  8. 08

    Hardware & IoT

    Procuring and integrating cameras, sensors, and edge devices when needed.

How we work

  1. 1

    Identify the use case

    Choose the process with the biggest impact and available data.

  2. 2

    Proof of concept

    A field trial to measure accuracy and benefit.

  3. 3

    Model development

    Training, tuning, and optimising models for the target hardware.

  4. 4

    Integrate & install

    Connect to existing systems, including device installation.

  5. 5

    Monitor

    Track accuracy and retrain models when conditions change.

Technologies & standards we use

  • Python
  • PyTorch
  • OpenCV
  • YOLO
  • ONNX
  • TensorRT
  • n8n
  • LLM API

Suitable engagement models

The models clients choose most often for this service. Every model remains available.

Engagement Models
Low Risk

Hybrid

Start with a short discovery phase, then move to a fixed budget.

  • Discovery & prototype first
  • More accurate cost estimates
  • Lower project risk
Ideal for
  • MVPs
  • New products
  • AI proofs of concept
Fixed Budget

Project Based

For needs with a clearly defined scope.

  • Scope, timeline, and cost agreed up front
  • Milestone-based payments
  • Focused on the final outcome
Ideal for
  • Websites
  • Applications
  • VAPT & audits
  • Infrastructure procurement
Monthly SLA

Managed Service

A fixed monthly fee for services that must keep running.

  • A clear service level agreement (SLA)
  • Regular monitoring & reports
  • Incident handling within the SLA
Ideal for
  • SOC as a Service
  • Monthly tech support
  • Application & infrastructure maintenance

Frequently asked questions

01Do we need special cameras or hardware?

It depends on the use case. Many solutions can use existing CCTV. Where needed, we help procure and install devices.

02How accurate is the system?

Accuracy depends on field conditions such as lighting and camera angle. That is why we start with a proof of concept that measures accuracy at your site before full rollout.

03What about biometric data privacy?

Biometric data is specific personal data under Indonesia’s PDP Law. We apply encryption, restricted access, and on-premise processing options.

04Can it run without internet?

Yes, with processing on edge devices or local servers.

Talk to us about your needs

The first consultation is free. We will help map your needs, engagement model, and cost estimate.