The API for Global South Governance & Economics
LLMs hallucinate local policies. GivingbackAI converts messy regulations, vernacular texts, and economic data from Least Developed Countries into structured, RAG-ready JSON — powered by AI agents with human-in-the-loop verification by local domain experts.
import requests
# Pull structured data from GivingbackAI
url = "https://api.givingback.ai/api/elections/"
headers = {"Authorization": "Bearer <REPLACE_WITH_YOUR_TOKEN>"}
response = requests.get(url, headers=headers)
dataset = response.json()
print(dataset)1. You select your dataset
Browse our pre-built Governance & Economics datasets for regions like Nepal and Kenya, or request a bespoke document pipeline for your specific compliance needs.
2. Our workforce structures it
Our managed human workforce in the target country translates vernacular texts, structures PDFs into JSON, and performs RLHF to guarantee cultural and legal accuracy.
3. Pull via REST API
Connect your AI agents to our API. Whenever a local policy changes or economic data updates, your application pulls the latest ground-truth data instantly.
Built for AI Engineering Teams
RAG-Optimized
Every dataset is semantically tagged and formatted for immediate vector embedding.
Vernacular Native
Human translations and alignment for low-resource languages (Devanagari, Swahili).
SOC2 Compliant
Enterprise-grade tooling. Sensitive documents stay within secure VPN enclaves.
Royalty Model
When you license data, a percentage routes automatically to the local workers. ESG out of the box.
Crawl, Walk, Run: LDC AI Training Infrastructure
Crawl, Walk, Run: Our strategic roadmap transitioning from structured governance text to visual intelligence and embodied physical AI.
Phase 1: Cognitive AI & Governance
Converting messy PDFs, tax laws, and LDC regulations into RAG-ready JSON, backed by vernacular RLHF and alternative economic alt-data.
Phase 2: Geospatial & CV Vision
Upskilling annotators to map infrastructure, tag drone footage, and label agricultural crop yields directly tied to regional governance models.
Phase 3: Embodied Physical AI & Robotics
Specialized secure hardware hubs training Vision-Language-Action (VLA) models and 3D spatial mapping of diverse Global South environments.
Ethically Sourced. Managed Workforce. Royalty Model.
We hire managed human workers in LDCs, providing verified local living wages and direct royalties (a percentage of B2B licensing renewals) returned to the original annotators.
Living Wages
Verified locally contextualized living wage payouts.
Royalties Returned
Annotators earn MRR from proprietary dataset licenses.
Enterprise ESG & Security compliance
- SOC2 Tooling Integrations (Labelbox, Argilla)
- Secure VPN Enclaves & private server access
- Multi-tier review & SME checking QA loop (>98% accuracy)