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The intelligence layer for society.

Layermind.ai turns local voices, cultural knowledge, civic data, and lived experience into AI-powered intelligence for governments, cities, institutions, and developing countries.

From participation to intelligence.
From intelligence to implementation.

13Intelligence products
5Priority regions
11+Global press features
Civic Intelligence LIVE
1,284Voices structured
92%Context accuracy
Project Readiness Bankable
infrastructure
Investment-ready · 78%
Energy opportunityHigh
Community legitimacy0.91
Feasibility signal+24%

Trusted by people and collaborators from

OpenAI
Microsoft
Meta
City of Boston
City of Seattle
Seattle Design Festival
Harvard XR Conference
Chulalongkorn University
Rajamangala Univ. of Tech. Rattanakosin
Ratchaburi Government
Nakhon Pathom
Prawet District, Bangkok
Bangkok Metropolitan Administration
Society of Young Social Innovators — SYSI
Thai Health Promotion Foundation
AIDS Access Foundation
Chinglian TCM Clinic
PSK 4x4 Product Thailand

Logo use should be confirmed with each organization where required.

The world has data.
But it lacks ground truth.

Governments, cities, investors, and development agencies often make decisions with fragmented information. Public voices are collected but not structured. Local knowledge exists but is not machine-readable. Infrastructure projects are proposed but not investment-ready.

Layermind.ai closes this gap.

01

AI lacks context

Most AI systems do not understand culture, local language, civic behavior, or lived experience.

02

Projects lack evidence

Public and infrastructure projects often lack feasibility data, community legitimacy, and investment readiness.

03

Communities lack translation power

Local voices are heard, but rarely converted into policy, design, funding, or implementation.

We convert ground truth into intelligence.

A six-stage pipeline that turns unstructured human input into deployable civic intelligence — from the first collected voice to live implementation.

Collect01

Public voice, field research, local knowledge, community data.

Structure02

Convert unstructured human input into usable civic datasets.

Train03

Build AI systems that understand cultural and social context.

Analyze04

Generate insights for policy, energy, infrastructure, and innovation.

Recommend05

Support better decisions and project prioritization.

Deploy06

Turn intelligence into pilots, dashboards, tools, and implementation.

ground truth Collect Structure Train Analyze Recommend Deploy intelligence

One umbrella. Multiple intelligence products.

Thirteen intelligence products built on a single ground-truth layer — each with its own customers and revenue model, all powered by structured civic data.

01SaaS

Civic Intelligence Dashboard

Understand public voices, pain points, policy needs, and community priorities.

Customers
Governments, cities, foundations, NGOs, public agencies.
Revenue
SaaS subscription, annual license, project dashboard fee.
02Dataset

Cultural AI Training Dataset

Train AI models with cultural context, local language, and lived experience.

Customers
AI companies, universities, research labs, GovTech firms.
Revenue
Dataset licensing, API fee, model fine-tuning.
03Policy

Public Voice-to-Policy Engine

Convert citizen input into policy briefs, risk maps, project recommendations, and public decision-support.

Customers
Ministries, municipalities, policy institutes, think tanks.
Revenue
Enterprise license, consulting, dashboard subscription.
04Innovation

Innovation Intelligence Platform

Map innovators, grants, local solutions, civic challenges, partners, and project pipelines.

Customers
Innovation agencies, foundations, universities, CSR teams.
Revenue
Subscription, sponsorship, success fee, grant management fee.
05Energy

Energy Intelligence Platform

Use data to identify alternative energy opportunities and prepare clean-energy project pipelines.

Customers
Cities, energy agencies, utilities, climate funds, renewable developers.
Revenue
Feasibility analytics fee, data room fee, project preparation fee.
06Infrastructure

Infrastructure Readiness AI

Assess whether public infrastructure projects are ready for feasibility, funding, technical assistance, or implementation.

Customers
Governments, developers, development agencies, infrastructure partners.
Revenue
Assessment fee, enterprise license, technical assistance contract.
07Open source

Community AI Lab on GitHub

Open civic AI tools, dataset schemas, benchmarks, model cards, and pilot templates.

Customers
Developers, researchers, universities, civic-tech communities.
Revenue
Sponsorship, partner program, paid support, enterprise version.
08Trust

AI Trust & Cultural Evaluation

Evaluate whether AI systems are culturally aware, socially useful, and trustworthy.

Customers
AI companies, public agencies, enterprises.
Revenue
Audit fee, certification fee, improvement contract.
09Design

Voice-to-3D Design AI

Convert community input into spatial concepts, 3D models, and prefab design directions.

Customers
Architects, cities, housing agencies, developers.
Revenue
Per-project fee, software license, design automation fee.
10Compliance

Construction Pre-Submission AI

Review construction drawings, documents, and compliance risks before government submission.

Customers
Architects, contractors, developers, municipalities.
Revenue
Pay-per-check, subscription, professional license.
11Fabrication

Voice-to-3D Knitted Printing

Translate community voices and lived experience into 3D-knitted and 3D-printed objects, soft structures, and architectural components.

Customers
Architects, product designers, manufacturers, housing agencies, makerspaces.
Revenue
Per-project fee, production license, fabrication automation fee.
12Prefab

Voice-to-Prefabrication

Convert local needs and spatial input into prefabricated, modular building systems ready for rapid, low-cost deployment.

Customers
Cities, housing agencies, developers, disaster-relief and development programs.
Revenue
Design package fee, prefab licensing, deployment contract.
13Material

Voice-to-Material Intelligence

Match community input and local context to sustainable, circular, and locally-sourced materials for civic and housing projects.

Customers
Architects, manufacturers, material suppliers, sustainability teams.
Revenue
Material analytics fee, sourcing subscription, certification fee.

Designed for developing countries. Built for global deployment.

Layermind.ai focuses on countries where the need for digital infrastructure, clean energy, public innovation, and civic intelligence is urgent — but data systems and implementation capacity remain fragmented.

We help turn local realities into structured intelligence that can support:

  • Public investment
  • Clean energy development
  • Infrastructure planning
  • Civic technology
  • AI adoption
  • Policy design
  • Social innovation
  • Grant & development finance
Southeast Asia South Asia Pacific Islands Africa Latin America

Layermind.ai helps prepare civic, energy, and infrastructure projects for feasibility, funding, and implementation by converting local realities into structured intelligence.
Southeast Asia South Asia Pacific Islands Africa Latin America

A U.S.-based platform for global civic intelligence.

Layermind.ai is structured as a U.S.-based platform company designed to build AI infrastructure, data products, APIs, and intelligence systems for global deployment.

Participatory Citizen Lab Inc. functions as the implementation and field arm, creating pilots, civic datasets, community trust, and real-world validation in developing-country contexts.

U.S. company builds the technology.

Local civic labs prove the technology in real-world contexts.

Together, they create exportable civic intelligence infrastructure.

Layermind.ai is positioned for strategic partnerships, technical assistance programs, feasibility studies, pilot funding, and development-finance-aligned projects, including USTDA-style infrastructure preparation opportunities.

Using data to build alternative energy pipelines.

Many developing regions have strong potential for solar, biomass, microgrid, waste-to-energy, and community energy projects. The problem is not only technology. The problem is missing data, missing feasibility evidence, and missing community legitimacy.

Layermind.ai helps cities, communities, and energy partners identify where alternative energy projects are possible — and prepare the intelligence needed for funding, feasibility, and implementation.

  • Energy Opportunity Map
  • Community Energy Demand Profile
  • Project Readiness Score
  • Climate Impact Estimate
  • Investment Data Room
  • Participatory Energy Plan
  • Pilot Project Package

We use data to turn energy poverty into clean-energy project pipelines.

Energy Opportunity Map LIVE DATA Solar potential 84% Microgrid score 0.91 Community energy demand profile

We are not just building AI for communities. We are building AI with communities.

Layermind Community Lab is an open civic AI community where developers, researchers, governments, students, innovators, and communities can experiment with new AI models, civic datasets, local knowledge systems, and public-interest tools.

GitHub is the open collaboration layer.

Civic AI Toolkit Dataset Schema Model Cards Evaluation Benchmarks Energy Data Templates Public Issue Tracker Open Pilot Templates
Join GitHub Community
github.com/layermind
{}
civic-ai-toolkitOpen tools for civic intelligence
★ 1.2k
DB
dataset-schemaMachine-readable civic data schemas
★ 840
energy-data-templatesPipelines for clean-energy readiness
★ 612
evaluation-benchmarksCultural & trust evaluation suites
★ 503

A platform for turning civic problems into investable projects.

Layermind Project Exchange is a presentation and pipeline platform for governments, communities, innovators, funders, and investors.

It showcases real problems, local data, civic pilots, alternative energy opportunities, and infrastructure concepts that are ready for partnership, feasibility study, or investment preparation.

  • Project pipeline listings
  • Civic problem briefs
  • Energy opportunity profiles
  • Innovation challenge pages
  • Pilot project pages
  • Data room access
  • Partner matching
  • Funder-ready summaries
View Project Exchange
Project Exchange All projects Energy Civic Funder-ready Community Solar Pilot Energy Readiness Public Space AI Civic Readiness Microgrid Infrastructure — Data Room Feasibility · Community legitimacy · Investment summary Open › Waste-to-Energy feasibility — Ratchaburi 82% Participatory housing prefab — Nakhon Pathom 76%

An AI innovation hub for startups in developing countries.

Layermind.ai runs an AI Innovation Hub that helps founders, civic startups, and local innovators in developing countries build real AI products, validate them in real communities, and connect to the grants and funding they need to grow — from first prototype to scaled deployment.

🚀

Startup launchpad

Acceleration for early-stage civic and AI startups — product strategy, build support, and access to the Layermind intelligence layer.

🎯

Grant discovery & matching

Find and match relevant grants, development finance, and funding programs aligned to your project and region.

🌍

Developing-country focus

Built for founders in Southeast Asia, South Asia, the Pacific, Africa, and Latin America where capital and capacity are scarce.

🛠️

Mentorship & technical assistance

Hands-on guidance from civic technologists, designers, and field operators to turn ideas into investment-ready pilots.

🤝

Investor & funder connections

Funder-ready summaries and partner matching that connect startups to investors, foundations, and development agencies.

📈

Pilot-to-scale pathways

Move from community pilot to regional deployment with feasibility data, readiness scoring, and exportable intelligence.

LocalLoopBKK in global news, research, and civic design conversations.

LocalLoopBKK has been featured, translated, and circulated across international design, architecture, civic technology, AI, and community-development communities. This growing archive tracks how LocalLoopBKK enters global conversations around participatory AI, public space, civic design, and community-led urban innovation.

LocalLoopBKK is not only a project. It is becoming a reference point in the global conversation on participatory AI, civic design, and community-led urban futures.

Field-tested before platformized.

Layermind.ai is built from real civic prototypes — not abstract AI theory. From LocalLoopBKK's participatory AI for public space, to Parkerhood's vacant-space transformation, to Usedtolove Market's circular economy experiment at Chula Soi 5, our work begins with real people, real places, and real urban behavior. These field experiments become the ground truth behind Layermind.ai's intelligence layer.

Insert image: LocalLoopBKK public space AI concept

LocalLoopBKK

Participatory AI for community-led public space design

LocalLoopBKK translates community input into spatial proposals for public space in Bangkok.

Participatory AIPublic SpaceCivic Design BangkokCommunity IntelligenceVoice-to-Design
View Case Study →
Insert image: Parkerhood vacant space public prototype

Parkerhood

Turning vacant urban space into healthier public space

Parkerhood explores how vacant or underused city spaces can become healthier, more useful, and more community-owned public spaces.

Public SpaceHealthy CityCommunity Development Waste-to-ValueUrban PrototypeBangkok
View Project →
Insert image: Usedtolove Market Chula Soi 5 secondhand market

Usedtolove Market

A circular marketplace for memory, reuse, youth culture, and local economy — Chula Soi 5

Usedtolove Market turns secondhand culture into a civic experiment for reuse, local commerce, youth culture, and community-driven urban activation.

Circular EconomySecondhand MarketYouth Culture Local EconomyChula Soi 5Urban Activation
View Project →

Every project becomes training ground.
Every community becomes a knowledge layer.
Every prototype becomes intelligence infrastructure.

Built by civic technologists, designers, and field operators.

Insert image: portrait of Prapawit Intun

Prapawit Intun

Co-founder, Layermind.ai Founder, Participatory Citizen Lab Inc.

Prapawit Intun is a civic technologist and social innovation designer working at the intersection of participatory AI, public space, civic data, social innovation, and community-led urban development.

She founded Participatory Citizen Lab Inc. as a field and implementation arm for civic experimentation, public participation, and local innovation. Through Layermind.ai, she is building an intelligence layer that helps governments, cities, institutions, and developing countries turn local realities into AI-powered systems for decision-making, infrastructure, energy, and public innovation.

Professional Certificate in Innovation and Technology, MIT Co-founder of Layermind.ai · Submitted to Y Combinator
Profile highlights
Participatory AI Civic technology Public-space innovation Community intelligence Developing-country infrastructure AI for public decision-making Innovation & technology strategy
Connect with Prapawit

Build intelligence from the ground up.

Work with Layermind.ai to transform local realities into AI-powered products, civic intelligence systems, public-sector tools, and investment-ready projects.