AI CAPABILITY • APPLICATION
Domain Applications
Where AI meets your actual work
In 30 Seconds
AI capability is only valuable when it's applied to something that matters. This page shows where our AI expertise – context engineering, skills-based orchestration, team fluency – meets real domain challenges.
Our unique position: Most AI consultants don't understand sustainability. Most sustainability consultants don't understand AI. We work at the intersection.
The result: AI applications grounded in domain expertise, not generic implementations. Sustainability work enhanced by genuine AI capability, not just tool access.
The Intersection
AI Capability
Context engineering, skills-based orchestration, and team fluency – the foundations that make AI actually work. Not just tools, but systems that compound value over time.
Explore AI Capability →Sustainability Expertise
Deep understanding of the sustainability landscape – from planetary foundations to corporate action, from finance flows to data systems. The domain knowledge that gives AI applications meaning.
Explore Sustainability →Why this matters: AI without domain expertise produces generic outputs. Domain expertise without AI capability leaves value on the table. The intersection is where real competitive advantage lives.
Application Domains
Where AI creates value in sustainability and business contexts
Sustainability Reporting & Disclosure
AI-enhanced analysis and drafting for CSRD, TNFD, CDP, and GRI requirements. Navigate complex standards, synthesise data from multiple sources, and produce consistent, auditable outputs.
Example Applications
Double materiality assessment support, standards gap analysis, disclosure narrative drafting, multi-source data synthesis
AI Capabilities Used
Context Engineering (knowledge architecture), Skills & Fluency (team capability)
Carbon & Biodiversity Markets
Navigate the complex landscape of environmental markets. AI helps with due diligence, methodology analysis, credit quality assessment, and market intelligence.
Example Applications
Credit quality evaluation, methodology comparison, market price intelligence, registry data analysis and verification
AI Capabilities Used
Context Engineering (data synthesis), Agents & Orchestration (workflow automation)
Research & Knowledge Synthesis
Transform how organisations process information. From landscape analysis to literature reviews, AI dramatically accelerates research while maintaining rigour.
Example Applications
Competitive landscape analysis, policy and regulatory tracking, stakeholder mapping, evidence synthesis for proposals
AI Capabilities Used
Context Engineering (memory systems), Skills & Fluency (research capability)
Supply Chain & Value Chain Analysis
AI-enhanced traceability, risk assessment, and supplier engagement. Navigate EUDR requirements, assess scope 3 emissions, and map complex value chains.
Example Applications
Supplier sustainability assessment, EUDR due diligence, scope 3 data collection, risk mapping across supply tiers
AI Capabilities Used
Agents & Orchestration (workflow automation), Context Engineering (data integration)
Strategy & Planning
AI as a thinking partner for strategic work. Scenario analysis, theory of change development, and operating model design benefit from AI's ability to synthesise complexity.
Example Applications
Theory of change development, scenario planning, operating model design, investment readiness preparation
AI Capabilities Used
Skills & Fluency (strategic thinking), Agents & Orchestration (analysis workflows)
Underlying AI Capabilities
Domain applications are powered by these foundational AI capabilities.
Context Engineering
The right information at the right time. Memory systems, knowledge architecture, workflow integration.
Learn more →Agents & Orchestration
Skills-based systems where expertise compounds. One agent, infinite expertise through packaged skills.
Learn more →Skills & Fluency
Building genuine AI capability in teams. Thinking with AI, not just using AI tools.
Learn more →The Landscape
Navigating the exploding AI landscape – model providers, development environments, automation platforms, integration standards. We help you choose what matters for your context.
Explore the AI Landscape →Sustainability Context
AI applications gain depth when grounded in sustainability expertise.
Ready to Apply AI to Your Work?
Whether it's sustainability reporting, research synthesis, or strategic analysis – let's explore how AI can enhance your specific domain challenges.