Most AI consulting helps you get faster at the work you are already doing. We help you apply AI to the work that actually matters: sustainability research, regenerative-economy strategy, and systems-change practice.
Our work sits at an unusual intersection. We have co-built generative AI products used by 30,000+ monthly users in learning and development. We have designed circular-economy interventions across fishing-net recycling and bamboo-bike supply chains in Spain, Indonesia, and Africa. We have worked alongside researchers, educators, and field practitioners on the location-specific problems that do not fit neat consulting frameworks.
The thread connecting these projects is a belief that purpose-driven work deserves the same caliber of tooling as commercial work. AI, used carefully and skeptically, can make hard sustainability and systems-change research dramatically more tractable.
Current engagements
AI for Sustainability Research
For sustainability and ESG teams, circular-economy practitioners, and regenerative-economy researchers. Move from manual literature reviews and policy analysis to AI-assisted research workflows that compound over time without sacrificing rigor.
AI Research Workflows
For researchers and analysts in any domain integrating AI into their existing research practice. Tool-agnostic implementation: how to use Claude, GPT, NotebookLM, and other tools as research collaborators, what they are good at, what they are not, and how to design workflows that hold up over time.
Projects that inform our practice
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Vibecoding Real L&D AI Products from Lumination API
Rapid AI prototyping as a research method for learning and development products. One of several threads in this practice. See the systems-change thesis. From a single AI API to a full ecosystem of working products — built through vibecoding, rapid iteration, and real-world testing. The Lumination AI API is a versatile inference platform designed for…
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Speech Therapy AI Tools – The Power of Vibecoding for Real-World Solutions
Rapid AI prototyping put to work for speech therapy practitioners. One of several threads in this practice. See the systems-change thesis. Speech Therapy AI Site is platform with Generative AI Tools designed specifically for speech and language therapy professionals. Born from a personal need and built through vibecoding, this project demonstrates how rapid prototyping can…
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TutorAI: AI Learning Platform Case Study
Case study: how Azvai co-developed TutorAI, a generative AI platform for learning and development now serving 30,000+ monthly users.
Read our published work
Our consulting practice is grounded in published research and methodology. The work below is what informs how we engage with client teams.
Claude for Sustainability Research
A practitioner’s workflow for using Claude as a research collaborator on circular economy and sustainability questions. Tools, prompts, and rigor checks.
AI in Education: Anthropic Usage Data
A multi-month analysis of generative AI usage data across educator workflows, informing product strategy on a 30,000-user learning platform.
Get in touch
If something here resonates with the work you are trying to do, get in touch. Happy to talk it through.