End-to-end AI engineering

Service 01

Custom AI Development

Bespoke AI systems engineered for your domain — LLM integrations, RAG pipelines, computer vision and multi-modal models built around your data and compliance requirements.

• Domain-specific model design
• Data pipeline architecture
• PDPA-aligned data handling
• Integration with existing systems

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Service 02

MVP Building

Rapid prototype sprints that turn hypotheses into demo-ready AI products. Ideal for startups, innovation labs and enterprise teams validating ideas before full investment.

• Six-week sprint cycles
• Weekly stakeholder demos
• Demo UI and API delivery
• Go/no-go recommendation report

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Service 03

Model Engineering

The technical depth behind reliable AI — fine-tuning, evaluation frameworks, prompt engineering and performance optimisation for production-grade accuracy.

• Fine-tuning and distillation
• Benchmark and evaluation suites
• RAG and retrieval optimisation
• Latency and cost profiling

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Service 04

Product AI

Full-stack AI product delivery — model, backend services, frontend interface and user testing. We build the product your team can ship and operate.

• Full-stack AI product build
• User acceptance testing
• Product documentation
• Team handover and training

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Service 05

Scale & Deploy

Production hardening for AI that survives real traffic — MLOps pipelines, monitoring, autoscaling and APAC-ready cloud or on-prem deployment.

• CI/CD for model versions
• Observability and alerting
• Canary and rollback strategies
• Ongoing support retainers

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Engagement models

Choose how you work with us — fixed-scope projects, monthly retainers or dedicated forge pods embedded in your team.

All engagements priced in SGD. Typical project range: SGD 12,000 – 200,000 depending on scope and complexity.