AI Systems That Respect Your Intelligence
We develop artificial intelligence solutions that acknowledge uncertainty, cite their sources, and produce actionable insights rather than abstract metrics. Our work combines technical precision with sustainability domain knowledge.
How We Approach AI Development
Our team focuses on building systems that gracefully handle what they cannot answer, providing sourced insights that support thoughtful decision-making rather than replacing human judgment.
Our AI Solutions
Three focused engagements designed for organisations seeking practical AI applications in sustainability measurement, knowledge access, and risk preparedness.
AI for Sustainability Analytics
6-10 weeks | SGD 1,450
Development of analytical systems that help organisations measure and improve environmental and social sustainability performance through carbon footprint modelling, supply chain scoring, and resource optimisation.
- Analytical models for ESG data analysis
- Sustainability dashboard with actionable insights
- Data integration pipeline and reporting framework
Conversational Search Interface
8-12 weeks | SGD 1,580
Design and development of search experiences allowing users to find information through natural conversation. Systems combine language understanding with knowledge repositories to provide contextual, sourced answers.
- Conversational architecture with knowledge integration
- Response quality framework that cites sources
- User testing results and refinement insights
AI Incident Response Planning
3-5 weeks | SGD 720
Consultative engagement to develop organisational preparedness for AI system failures or unexpected behaviours. We create response protocols, escalation procedures, and post-incident review processes.
- Incident response playbook and escalation matrix
- Communication templates for stakeholders
- Tabletop exercise facilitation and review
Common Questions
What makes your approach different from other AI development firms?
We prioritise building systems that acknowledge their limitations and cite their sources. Rather than pursuing generalised AI capabilities, we focus on specific domains where we can combine technical expertise with deep understanding of the problem space. Our engagements emphasise practical preparedness and evidence-based insights over theoretical frameworks.
How do you determine if AI is appropriate for a particular use case?
During initial discussions, we examine whether the problem involves pattern recognition in structured data, whether quality training data exists or can be created, and whether outcomes can be meaningfully evaluated. We decline engagements where AI would introduce more complexity than value, or where simpler analytical approaches would serve better.
What is your typical engagement timeline?
Our sustainability analytics engagements run 6-10 weeks, conversational search projects span 8-12 weeks, and incident response planning completes within 3-5 weeks. Timelines depend on data readiness, stakeholder availability, and the complexity of integration requirements. We provide detailed schedules during scoping discussions.
How do you handle data privacy and security?
We work within your existing security infrastructure and comply with applicable data protection regulations. Training data remains under your control, and we establish clear protocols for data access, storage, and deletion. Our incident response planning service specifically addresses potential privacy implications of AI system failures.
What level of technical expertise do we need internally?
You need stakeholders who understand the domain problem and can evaluate whether proposed solutions address real needs. Technical implementation can be handled by your existing IT team or ours, depending on your preference. We provide documentation and training appropriate to whoever will maintain the systems we develop.
Do you provide ongoing support after project completion?
Each engagement includes a defined support period following delivery. Extended support arrangements can be established based on your needs. We encourage organisations to develop internal capabilities for routine maintenance, while we remain available for substantial system updates or additional development work.
Get in Touch
Contact Information
Phone
+65 6827 3941
Address
38 Beach Road, #29-11
South Beach Tower
Singapore 189767
Business Hours
Monday - Friday: 9:00 AM - 6:00 PM SGT
Saturday - Sunday: Closed
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