Wrenth
AI solutions

Our Solutions

Three AI Services. Each Built Around Your Data.

Wrenth offers three focused services — each with a defined scope, timeline, and deliverable set. Below is a full description of what each engagement involves and who it is suited for.

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How We Work

Our Methodology

Every Wrenth engagement follows a consistent process designed to reduce ambiguity and keep delivery on track from day one.

01

Discovery

We review your data samples, understand your infrastructure, and confirm the scope before any technical work begins.

02

Build

Development happens in short iterations with regular check-ins. You see progress and provide feedback throughout the engagement.

03

Validate

Outputs are tested against real data from your environment and reviewed by your team before sign-off.

04

Handover

Delivery includes the working system, documentation, and a walkthrough session with your team to ensure confident ownership.

Table extraction from documents

Solution 01

Table Extraction from Documents

Building systems that accurately identify and extract tabular data from PDFs, images, and scanned documents into structured formats. The service covers layout detection, cell segmentation, and output formatting for spreadsheets or databases. Suited for finance, research, or operations teams that regularly process documents containing important tables.

Handles PDFs, scanned images, and exported documents
Cell segmentation for complex multi-header tables
Output to CSV, Excel, or database-ready formats
Finance, research, and operations document types supported
Integration documentation and pipeline handover included

Process Steps

1

Sample document review and layout complexity assessment

2

Detection model configuration and cell segmentation pipeline build

3

Output format integration and accuracy validation with your team

4

Handover with documentation and walkthrough session

Duration

6 weeks

Price

RM 2,200

Discuss This Engagement

Solution 02

AI-Powered Content Moderation

Implementation of automated content review systems for text, images, or video that flag inappropriate, off-topic, or policy-violating content. The service includes category taxonomy design, model training on your policy definitions, and human-in-the-loop workflow setup. Designed for platforms hosting user-generated content.

Text, image, and video content review covered
Taxonomy designed around your specific platform policies
Model trained on your labelled data and policy definitions
Human review queue and escalation workflow included
Multilingual support for Malay, English, and common code-switching

Process Steps

1

Policy document review and category taxonomy workshop

2

Model training on client-provided labelled examples and policy definitions

3

Human-in-the-loop workflow design and review queue integration

4

Performance benchmarking, calibration, and operational handover

Duration

8 weeks

Price

RM 3,400

Discuss This Engagement
AI content moderation system
Data strategy for AI

Solution 03

Data Strategy for AI

A consulting engagement to develop a comprehensive data strategy aligned with your AI ambitions. Covers data inventory assessment, quality improvement priorities, governance recommendations, and infrastructure roadmap. Designed for organisations that recognise data as the foundation of their AI efforts and want a clear plan to strengthen it.

Full data inventory and quality assessment
AI readiness gap analysis and improvement priorities
Data governance framework recommendations
Infrastructure and tooling roadmap
Written strategy document and presentation for stakeholders

Process Steps

1

Data landscape interviews with relevant team leads

2

Inventory documentation and quality scoring across data assets

3

Strategy draft with prioritised recommendations reviewed with client

4

Final strategy document delivery and stakeholder presentation

Duration

4 weeks

Price

RM 1,200

Discuss This Engagement

Choosing Your Solution

Which Engagement Fits?

Use this overview to understand which service addresses your current situation best.

Feature Table Extraction Content Moderation Data Strategy
Best for Finance, research & ops teams with document volume Platforms with user content to review Orgs planning AI adoption
Duration 6 weeks 8 weeks 4 weeks
Price (RM) 2,200 3,400 1,200
Working system delivered
Strategy document included
Documentation & handover

Not sure which fits best? Reach out — we'll help you think it through without any sales pressure.

Across All Engagements

Technical & Professional Standards

Security & Privacy

Mutual NDA before data exchange. Client data used only within the agreed scope and deleted on project close.

Performance Benchmarks

Accuracy and performance metrics agreed at scope stage. Systems are validated against agreed benchmarks before handover.

Client Support

One-business-day response during active engagements. Post-delivery check-in offered at 30 days.

PDPA Compliance Awareness

All engagements involving personal data are handled with awareness of Malaysia's Personal Data Protection Act obligations.

Version-Controlled Delivery

All code and configuration is delivered via version-controlled repositories. You own the full codebase on handover.

Knowledge Transfer

A structured walkthrough session is included in each engagement to ensure your team is confident operating the deliverable.

Ready to Explore an Engagement?

Send us a message with a brief description of what you're working with. We'll follow up with a clear picture of how we might help and what to expect.

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