Hard-to-reach data, made usable.
We collect data from the field through everyday messaging apps — WhatsApp, Telegram, Messenger, and the rest — structure it, and deliver it ready for your dashboards, AI models, or operations stack.
Three capabilities. One job.
We sit between hard-to-digitize environments and the teams that need to act on what is happening there. Engage one capability or all three.
Reach the field.
We reach the people in the field — gig workers, loan officers, enumerators, store agents — through everyday messaging apps. No new app to download. No training. Photos, voice notes, text, payslips, all of it lands in one structured record.
any contributor
Turn messy signals into clean data.
Field submissions are inconsistent by nature. We standardize them. Photos get classified. Voice gets transcribed. Free text gets parsed. The output is a clean, queryable dataset — not raw exports for your team to clean up later.
payslip · 1.2 MB
0:24 · BN
free text · ES
implicit
Image · WA
Audio · WA
Text · TG
Image · WA
Send it where your team works.
We hand the data off in whatever shape you need: a dashboard, an API, a CSV into your CRM, a feed into your AI pipeline, or back to your operations team for next-day decisions.
Built for teams that depend on field signal.
Same capability stack, four very different applications. Pick the one that sounds like your team.
Gig & delivery platforms
Last-mile pay-out data, competitor incentive tracking, rider supply signals. Built for ops teams making real-time pricing and retention decisions.
Market research agencies
Field inputs at scale, without enumerator overhead. Pricing studies, retail audits, behavioral panels, and customer-facing brands collecting structured product feedback.
Microfinance institutions
Loan officer activity, post-disbursement borrower signals, donor reporting. We surface the field reality before it turns into a default or operational chaos.
NGOs & development organizations
M&E pipelines, program monitoring, donor-ready outcome data. We turn enumerator chaos into reportable evidence.
We are not a tool you adopt. We are the layer in between.
We do not sell software you have to deploy. We do not sell reports that sit in a folder. We sit between the field and the team that needs to act — and we make sure the data gets there in a shape they can use.
Zero onboarding for the field.
Workers use the messaging apps they already have. No new app, no training, no IT cycle.
Built for low-digitization environments.
We work where connectivity is patchy, devices are mixed, and rigid mobile apps fail.
Structured for action, not archives.
Every dataset comes out clean and queryable — ready for dashboards, ML, or your existing tools.
Real numbers from a live deployment.
Lead engagement: 4,500 gig-worker users active across three markets.