Posted inData & AI
The Hardest Part of AI Data Collection Isn’t the AI
The Hardest Part of AI Data Collection Isn't the AI Ask an AI team what's holding up their next model and you'll rarely hear "the architecture." More often it's some…
Posted inData & AI
The Training Data Your AI Needs Isn’t on the Internet
The Training Data Your AI Needs Isn't on the Internet Try this. Go looking for a large, clean dataset of spoken Bundeli. Or handwritten Marathi shop signboards. Or the way…
Posted inTech for Climate
Ground Truth Data: Why Your AI Breaks the Moment It Leaves the Lab
Ground Truth Data: Why Your AI Breaks the Moment It Leaves the Lab There's a moment every AI team quietly dreads. The model scores beautifully on the test set. The…
Retailer Onboarding in Rural India: A Field Playbook for Non-FMCG Brands
Retailer Onboarding in Rural India: A Field Playbook for Non-FMCG Brands Most brands measure onboarding by counting how many retailers they signed up. It's the wrong number. A signed-up retailer…
How to Run a Retail Audit Across 500 Districts in India
How to Run a Retail Audit Across 500 Districts Without Losing Data Quality Running a retail audit in 20 outlets is a task. Running one in 20,000 across 500 districts…
Retailer Onboarding in Rural India: A Field Playbook for Non-FMCG Brands
Retailer Onboarding in Rural India: A Field Playbook for Non-FMCG Brands Most brands measure onboarding by counting how many retailers they signed up. It's the wrong number. A signed-up retailer…
Posted inAgroforestry Biochar Clean Cooking Initiatives
Sample Size for Carbon Project Surveys: How Many Households Are Enough?
Sample Size for Carbon Project Surveys: How Many Households Are Enough? This question gets answered badly more often than almost anything else in project design. Someone proposes 5% of households.…
Posted inAgroforestry Biochar Clean Cooking Initiatives
dMRV vs Traditional MRV: What Changes on the Ground
dMRV vs. Traditional MRV: What Actually Changes on the Ground "Digital MRV" is one of those terms that means five different things depending on who's using it. To a software…
Posted inAgroforestry Biochar Clean Cooking Initiatives
What the CCP Label Actually Changes for Indian Project Developers
What the CCP Label Actually Changes for Indian Project Developers Ask ten people in the Indian carbon market what the CCP label does and you'll get two kinds of answer.…
Posted inUncategorized
Cookstove Carbon Projects in India: What Changed, and What It Means for Developers
Cookstove Carbon Projects in India: What Changed, and What It Means for Developers If you've been anywhere near clean cooking carbon projects in the last two years, you know the…