Deep local expertise, built for any scale.
Since 2016 we have designed, run and measured programmes in government schools and communities, and we now build language data for AI. We offer that experience to departments, NGOs, funders and technology teams who want results they can verify.
Monitoring and evaluation
Baselines, indicators and field-level monitoring for education programmes, with clear reporting for funders and departments.
- Baseline and endline studies
- Indicator frameworks and dashboards
- Field monitoring and reporting
Policy consultation
Practical input on foundational literacy, school libraries and teacher capacity, grounded in what works in government schools.
- Programme and policy design
- Scale-up planning
- Stakeholder workshops
Community development
Community-based approaches that bring parents, villages and local leaders into children's learning.
- Community mobilisation
- Learning centres and reading support
- Local partnership models
Department and organisation augmentation
Dedicated teams that extend the capacity of a department or organisation for a defined period.
- Programme management support
- Training and mentoring
- Embedded field teams
Tell us what you are working on and we will respond with how we can help.
Request a proposalLanguage AI and data services
We help AI developers, researchers and institutions build datasets for Manipuri and other languages of North East India that existing data barely covers. Our team is based in Manipur and works with native speakers and field networks across the region.
- Speech data for ASR and TTSAutomatic speech recognition (ASR) and text to speech (TTS) data, using different collection approaches and recording environments to suit each use.
- OCR data sourcingPrinted and handwritten text in regional scripts.
- Translation and annotationTranscription, translation and labelling with quality review.
- Language expertiseGuidance on dialects, scripts and usage.
- Prompt and response correctionReview of AI outputs in the language.
- Use case data collectionLocal-language data for AI adoption in specific applications.
Tell us about your language, dataset or use case and we will respond with a proposal.
Request a proposalScope
We agree on objectives, outcomes and constraints.
Propose
A written proposal with approach, team, timeline and budget.
Deliver
Field-tested delivery with regular, transparent reporting.
Hand over
Documentation and capacity so the work continues without us.
students reached
government schools with a library
books placed on school shelves
working in Manipur since
hours of ASR speech data
hours of TTS speech data
sentences annotated
and professors as subject matter experts