i
Commercial AI extracts
An extraction tower: it pulls value from users and optimises for engagement, profit, scale. The user is the product.
Socratus · Digital PracticeSurfacing
Collective Wisdom
We build the technology that lets community and institutional knowledge surface, travel, and return.
“We don't impose knowledge. We surface it, and help it travel.”
The Voice Layer
VoiceReport
Report anything, from anywhere, in any language. Each report is a small act of citizenship; a campaign gathers thousands. Launching one takes four steps.
1
Frame the question
Name the wisdom you are looking for: a need, a practice, a place.
2
Choose languages & place
Any of 22+ languages and the dialects beyond; any geography.
3
Open the campaign
Share a link or handle. Anyone can speak up from a phone.
4
Wisdom synthesises
Voices arrive, are transcribed and translated, and become a Data Story you can act on.
Voice-first · Multilingual · Web-first
VoiceReport · From the Field
Atmashakti × the Indigenous Yatra
12K+
voices recorded · land rights, livelihoods, governance · five states
“If we do nothing, within twenty years, along with losing our dance and music, forests are also disappearing.”S. Guruteli, Malkangiri, Odisha
Melukote Vani · Pandavapura, Mandya
50+ voices on the question “How can we make our villages wiser?”
ರೈತ ಯಾವಾಗಲೂ ಸ್ವಾಭಿಮಾನದಿಂದ ಬದುಕಬೇಕು, ಯಾರ ಮುಂದೆಯೂ ತಲೆಬಾಗಬಾರದು. ರೈತ ಈ ದೇಶದ ಬೆನ್ನೆಲುಬು; ಆ ಗೌರವ, ಆ ಸ್ಥಾನಮಾನ ಅವನಿಗೆ ಸಲ್ಲಬೇಕು.
“A farmer should always live with self-respect, never having to bow before anyone. The farmer is the backbone of this country, and should be given the honour and standing that go with it.”Melukote Vani · Pandavapura, Mandya · translated from Kannada
The Place Layer
LOKA
Local Open Knowledge Access. Turn any neighbourhood into a living archive, readable to itself.
“We cannot respond to what you do not notice. We cannot deliberate about what you cannot perceive.”
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Access
Discover and exchange local knowledge: the neighbourhood as a living archive.
·
Engagement
A “digital twin” where every marker is a story, a lesson, or a call to action tied to a real place.
·
Ease of use
A mobile app that uses AI to organise and connect knowledge, wherever you stand.
Pilots: Bhitarkanika, mapping the national park and its resources · Melukote, promoting local eco-tourism.
LOKA · AI in the Field
Field capture
AI that enriches what you discover.
A resident photographs a roadside bloom and adds one line: “Flower cluster of the Silver Oak tree.” LOKA identifies the species and turns the sighting into a structured, searchable record:
·
Researchers
Structured biodiversity data from everyday sightings.
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Travellers
Understand what is around you, and why it matters.
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Everyone
Unravel the world's objects and share what you find.
The Platform
Wystem
Wisdom + systems. The knowledge commons itself: a container, not a dashboard.
It holds the corpus and integrates every source, voice through VoiceReport, place through LOKA, documents through Mycelium, into one searchable commons, writing Articles, Recipes, Findings, Data Stories, each cited to its source.
✓
Every claim has a source
✓
Organisations control what publishes
✓
No anonymous claims
Live now 353 orgs · 236 signals · +126/week
Wystem · How the Commons Surfaces Wisdom
From one organisation to the whole ecosystem.
Mycelium builds one knowledge graph across every organisation's documents. Wystem surfaces it at three levels, from a single organisation out to the whole ecosystem.
1
Per-organisation
Articles and Recipes drawn from a single organisation's corpus.
2
Signals
The questions and voiced demands the ecosystem is raising. What people are asking for.
3
Cross-org Findings
Patterns that span many organisations, wisdom no single org could see alone, surfaced so the next one never starts from scratch.
Signal · voiced demand
Finding · across 4 orgs
The Connection in Action
From 782 spoken voices to one citable pattern.
782 voice submissions across four states, spoken in Odia and Hindi, transcribed and translated, flowed into Wystem.
It surfaced what no single voice could: communities four states apart independently named the same 20-year extinction window, and the same answers, heritage “camps” and ₹20,000 micro-grants for women.
Data: VoiceReport · voicereport.in
VoiceReport → Data Stories
Voices become evidence, at scale.
Voice Transcripts
Regional Voice Registry: Agricultural & Storage Preferences
VoiceReport
Voice Registry · 884 responses
Crowdsourced Forest Foods for Public Food Programs
VoiceReport
Melukote Vani · Mandya
Karnataka Community Register: Rural Healthcare Gaps
VoiceReportEach Data Story is generated by Wystem from a VoiceReport campaign, and credited back to the voices that made it.
A Recipe, Surfaced Not Written
Where this recipe came from
Nobody wrote this recipe. The method was already in the fieldwork.
Wystem read two field documents from Socratus, found a repeatable method buried inside, and catalogued it: a four-step recipe with context, approach, and steps, scoped entirely to those two sources. Now any group facing the same problem can pick it up, instead of starting over.
The method itself: speak to the crocodile, scold it like a child, project calm, and treat the animal with respect rather than lethal force.
Practice Snapshot · 3 / 3
What we need from the ecosystem.
01
Participation
Show up and use the platforms. The commons is only as alive as its use.
02
Collective ownership of the platforms
Hold them as shared infrastructure, not someone else's product.
03
Trust
The consent and relationships that let wisdom travel safely.
04
Support for upkeep
Resources to keep building and maintaining what we all rely on.
In return: your knowledge made searchable, cross-org patterns on demand, voice and geo intake as a shared service, and a public, citable commons in 8+ languages.
“The answers to our hardest problems already exist, with the people living them. Our work is to help that wisdom surface, travel, and be heard.”
The Digital Practice Rajesh Kasturirangan · Manoj Kurien · Srinivas Mangipudi · Mithun Sheshagiri · Ashrith Shetty · Smriti Tiwari · discoverloka.org · voicereport.in · wystem.ai