AI Services Designed for Depth, Not Disruption

We begin with discovery workshops to understand your operational context and specific challenges. Rather than proposing generic solutions, we map your existing data infrastructure, team capabilities, and success metrics. Our engagements include baseline establishment, model development, integration support, and knowledge transfer to your team. We prefer sustainable implementations over impressive demonstrations.

Anomaly detection systems typically require 6-8 weeks from kickoff to production deployment. Knowledge graph construction ranges from 8-12 weeks depending on data source complexity. Model monitoring engagements begin with a 2-week setup phase before transitioning to ongoing monthly support. We provide milestone schedules during initial scoping conversations.

Yes. Many of our clients are implementing their first AI systems. We include documentation, training sessions, and ongoing support to ensure your team can maintain and evolve the systems we build. Our goal is capability transfer, not dependency creation. We explain technical concepts in operational terms and provide runbooks for common scenarios.

All client data remains within your infrastructure unless explicitly agreed otherwise. We work with on-premise deployments, private cloud environments, or secure data transfer protocols as needed. Our contracts include comprehensive confidentiality provisions and we adhere to Singapore's Personal Data Protection Act (PDPA) requirements. We can accommodate industry-specific compliance needs.

Project engagements include a 30-day post-deployment support period. Beyond that, clients can opt for monthly monitoring retainers, ad-hoc consultation hours, or scheduled maintenance agreements. We document all systems comprehensively so your team has autonomy. Support includes performance reviews, retraining recommendations, and assistance with system evolution as your needs change.

We offer fixed-price project engagements for defined scopes and monthly retainers for ongoing services. Pricing includes discovery, development, testing, deployment, documentation, and training. Additional costs may arise from third-party services, cloud infrastructure, or extended scope changes. We provide detailed estimates during initial consultations and maintain transparent invoicing throughout engagements.