Solutions Designed Around Your Challenges
Three distinct service areas, each tailored to the realities of your data, your systems, and your team.
Back to HomeOur Methodology
Every Helioquant engagement follows a consistent methodology, regardless of the specific solution area. We begin with a thorough discovery phase — reviewing your data, understanding your workflows, and identifying the constraints that any AI system must respect. Only after that do we propose a technical approach.
Development proceeds in iterative stages, with regular check-ins where you see working components, not just slide decks. We test rigorously against your real-world data before deployment, and every engagement includes a structured handover so your team can operate and maintain the solution with confidence.
This phased approach reduces risk, keeps expectations aligned, and delivers solutions that are ready to perform from the moment they go live.
Optical Character Recognition Solutions
We develop tailored OCR systems that go beyond standard text extraction to handle your specific document challenges — degraded scans, handwritten annotations, multi-language documents, or unusual layouts. We build custom recognition models trained on your actual document types, integrate post-processing logic for domain-specific formatting, and connect the OCR output to your downstream systems.
- Document sample analysis and feasibility assessment
- Custom model training on your document types
- Error correction workflows and accuracy benchmarks
- Integration with your existing document management systems
Well suited for: Archives, government agencies, healthcare providers, and organisations digitising legacy document collections.
AI for Supply Chain Optimisation
We apply machine learning to the complex, interconnected decisions within supply chain management — demand planning, inventory positioning, route optimisation, supplier selection, and disruption response. We work with your existing supply chain data and systems to develop models that improve forecasting accuracy, reduce carrying costs, and increase responsiveness.
- Data integration from your existing supply chain platforms
- Model development with simulation testing
- Recommendations with confidence levels and explanatory context
- Planning tool integration and performance reporting
Well suited for: Procurement, logistics, and operations planning teams seeking data-informed decisions.
Conversational Search Interfaces
We build search experiences that allow users to find information through natural dialogue rather than keyword queries. Our systems understand follow-up questions, maintain conversational context, and progressively refine results based on user intent. We integrate with your existing content repositories and knowledge bases, ensuring the conversational layer faithfully represents your information.
- Retrieval architecture and dialogue management
- Response generation with faithful source representation
- Conversation logging and analytics dashboard
- Continuous improvement feedback loop
Well suited for: Customer support portals, internal knowledge bases, and complex product catalogues.
Choosing the Right Solution
Each solution addresses different operational needs. This overview can help you identify the best starting point for your organisation.
| Feature | OCR Solutions | Supply Chain AI | Conversational Search |
|---|---|---|---|
| Starting Price | SGD 1,350 | SGD 2,100 | SGD 1,680 |
| Typical Timeline | 4–6 weeks | 8–12 weeks | 6–10 weeks |
| Custom Model Training | |||
| System Integration | |||
| Analytics Dashboard | |||
| User-Facing Interface | |||
| Best For | Document-heavy operations | Logistics & procurement | Knowledge & support teams |
Technical Standards Across All Solutions
Data Security
Encrypted data at rest and in transit. Access controlled through role-based permissions. Compliant with Singapore's PDPA and additional regulatory requirements as needed.
Performance Monitoring
Every deployed model includes monitoring for accuracy drift, latency, and throughput. You receive regular performance reports and recommendations for retraining when needed.
Post-Launch Support
All engagements include a support period following deployment. During this time, we address any issues, fine-tune performance, and ensure your team is confident with operations.
Clear Documentation
Technical documentation, operational runbooks, and user guides are standard deliverables. Written for clarity, not to impress with jargon.
Version Control
All models and code are version-controlled. You can roll back to previous versions if needed, and every change is tracked and documented.
Ethical Practices
We evaluate models for fairness and bias. Our team considers the broader implications of every system we build and communicates limitations openly.
Engagement Pricing
Starting prices for each solution area. Final pricing is confirmed after the discovery phase and reflects the specific scope of your project.
OCR Solutions
SGD 1,350
Starting price per engagement
- Document analysis
- Custom model training
- Pipeline delivery
- Accuracy benchmarks
Supply Chain AI
SGD 2,100
Starting price per engagement
- Data integration
- ML model development
- Simulation testing
- Performance reporting
Conversational Search
SGD 1,680
Starting price per engagement
- Retrieval architecture
- Dialogue management
- Interface design
- Analytics dashboard
Not Sure Which Solution Fits?
That is perfectly fine. We often help clients clarify what they need before committing to a direction. A short conversation can go a long way.
Schedule a Discovery Call