AI opportunity discovery
Review current processes, customer journeys and digital systems to identify where AI may create meaningful value, and where it may not be the right answer.
AI Solutions & Agents
AI Solutions & Agents
Put AI to work where it makes a real difference.
ModernLabs helps organisations introduce AI into customer experiences, digital products and everyday workflows.
From AI agents and intelligent search to document processing and custom product features, we design practical solutions around defined business needs, with security, control and human oversight considered from the beginning.
Where we work
Malaysia-based. Working globally.
Security and control from the design stage
Human oversight where it matters
Useful AI begins with a clear purpose.
Adding AI does not automatically make a product or process better.
The value comes from identifying the right problem, understanding the information involved and designing the technology around how people actually need to use it.
We help businesses move from broad possibilities to focused AI solutions that support customers, equip teams and improve the way work gets done.
What we build
Focused AI, built for a defined job.
- AI customer-service agents
- Internal knowledge assistants
- Lead-qualification agents
- Document-processing solutions
- AI-enabled dashboards
- Custom AI product features
- Workflow agents
How it works
What an AI agent pipeline looks like.
A simplified, illustrative example of how a query moves through retrieval, an LLM agent and connected tools, not a live system or a specific client's deployment.
AGENT PIPELINE · EXAMPLE
Concept diagram›
Received: "Summarize Q3 performance for stakeholder report..."
WORKFLOWS
1,247
TOKENS
4.2M
AVG LATENCY
342ms
STACK
Claude · Pinecone
Services
What ModernLabs delivers.
AI agents
Develop focused agents around a defined audience, approved information and specific business responsibility.
Intelligent search and knowledge
Help authorised users ask questions naturally and receive answers based on approved business sources.
Document and data intelligence
Support the extraction, classification, comparison and summarisation of information while keeping important decisions with the appropriate person.
AI product integration
Bring intelligent capabilities directly into websites, dashboards, SaaS products and mobile applications.
AI-enabled automation
Connect AI with defined systems and approval steps to help prepare, route and process routine work.
Designed for responsible use
AI should operate within clear boundaries.
Every AI solution should reflect the sensitivity of the information involved and the consequences of the task it supports.
We consider the following from the design stage:
- A clearly defined purpose and intended users
- Approved information sources
- Role-based access and permissions
- Data handling and third-party processing
- Human review for important decisions or actions
- Testing, monitoring and ongoing refinement
- Clear communication of AI limitations
PeopleQuest × ModernLabs
AI integrated directly into the recruitment workflow.
ModernLabs serves as an AI solutions partner to PeopleQuest, an established Malaysian HR technology provider.
We were engaged to develop PeopleHire, an AI-enabled recruitment product that includes AI-assisted CV parsing and supports candidate screening, matching, interview workflows, summaries and recommendations.
View the PeopleHire projectPeopleHire
AI-enabled recruitment platform
How we work
A clear path from opportunity to working solution.
- 01
Discover the opportunity
Identify the problem, users and intended outcome.
- 02
Assess the information
Review the content, data, systems and permissions required.
- 03
Define the boundaries
Establish what the solution may do and where human review is needed.
- 04
Design the experience
Create the interaction around the people who will use it.
- 05
Build and integrate
Develop the AI capability and connect it with the appropriate system.
- 06
Test and refine
Evaluate expected scenarios, edge cases and response quality.
- 07
Support and improve
Refine the solution as requirements and source information evolve.
Before you reach out
frequently asked questions
Straight answers about how ModernLabs approaches AI agents, integrations and responsible use.
What is an AI agent?
An AI agent is a digital system designed to assist with a defined task or workflow. Depending on its purpose, it may answer questions, retrieve information, prepare an action or interact with approved tools.
Can you use our business information?
Potentially, yes. We first assess the information, access requirements, security considerations and intended users before recommending an approach.
Can AI be added to our current website or software?
In many cases, yes. We review the existing system and determine how an AI capability could be integrated appropriately.
Will an AI agent replace our team?
Our solutions are generally designed to support people, reduce repetitive work and improve access to information. Human review should remain part of workflows involving judgement or accountability.
Can AI provide an incorrect answer?
Yes. AI systems can produce inaccurate or incomplete responses. We reduce the risk through focused use cases, approved sources, testing, clear limitations and human oversight where appropriate.
Which AI models do you use?
We recommend technology according to the use case, integration requirements, data considerations and long-term suitability rather than committing every project to one provider.
Start with the right AI opportunity.
Tell us where customers are getting stuck, where your team is losing time or where an existing product could become more useful.