Train Real-World Intelligence.
Faster & Cheaper
The Data Guardians Network (D-GN) isn't just a cheaper annotation farm - it's your strategic advantage for next-gen AI performance. We unlock what scarping the internet can't: real-world task data that helps models reason, act and evolve.
Why Leading Enterprises
Choose D-GN
D-GN helps Fortune 500 teams and governments accelerate AI development without compromising on regulation, labor ethics or budget.
Speed
10M annotations in 60 seconds (network peak)
Cost Efficiency
10x cheaper than
Amazon MTurk
Compliance
Zero legal risk, fully auditable workflows
Features
D-GN's modular platform helps enterprises generate, verify and trace real-world training data at scale - including facial expression, gesture, spatial audio and scene labeling. Each task is backed by on-chain provenance and tied to IP-safe workflows, enabling attribution, ownership and responsible LLM training with enterprise-grade auditability.
Missions
Launch tailored data missions to gather real-time visual training sets from verified global contributors. Monitor task progress, quality scores and audit logs — direct from your dashboard.
Swipe2Earn
Contributors classify and tag content in real time — training AI models to recognize brands, faces and objects. Supports continuous learning pipelines for live systems in gaming, media and vision AI.
Speak2Earn
Users record speech and facial motion data in real time, generating rich training inputs for voice agents, lip sync models and spatial audio systems.
From Request to Frontier Data
All in One Verified Pipeline
Launch a mission. Get high-fidelity, human-verified training data-traceable, bias-audited and built to train models that solve real-world tasks, not just echo the web.
Global Standards, Verifiable by Design
D-GN is engineered for enterprise-grade trust — combining recognized security certifications with real-time auditability, blockchain-backed provenance and jurisdiction-aware deployment options. Every action is traceable, every contributor is verified and every dataset is defensible.
Global Standards, Verifiable by Design
D-GN is engineered for enterprise-grade trust — combining recognized security certifications with real-time auditability, blockchain-backed provenance and jurisdiction-aware deployment options. Every action is traceable, every contributor is verified and every dataset is defensible.
Global Standards,
Verifiable by Design
D-GN is engineered for enterprise-grade trust — combining recognized security certifications with real-time auditability, blockchain-backed provenance and jurisdiction-aware deployment options. Every action is traceable, every contributor is verified and every dataset is defensible.
How droppGroup Used D-GN to Train Models on IP Risk With Real-Time, Auditable Frontier Data
A Global Annotation Mission Powering Safe, Compliant Real-World AI
droppGroup used D-GN to annotate over 5 million high-fidelity data points for IP infringement across 60+ jurisdictions - powering open-source models like LLaMA and aMiGO. With real-time pipelines deployed at enterprise clients like Saudi Aramco and Cisco, D-GN delivered traceable, audit-ready annotations that kept models compliant and production-grade from day one.
“D-GN isn't just a crowdsourcing tool - it's live data infrastructure. It let us continuously train models like LLaMA-3, while live deployments with our clients stayed accurate, audit-proof and protected in real time.”
A Network Built by Experts,
Governed for Trust
Our distributed workforce includes millions of contributors with varied professional backgrounds, from certified linguists and medical annotators to trained microtaskers.
Oversight is provided by our Fair Labor Framework, which ensures ethical task distribution and payment, backed by an External Governance Council made up of academics, legal professionals and former regulators.
D-GN's leadership team combines deep expertise in AI, enterprise software, compliance and infrastructure - with a track record of delivering secure data systems globally.
The Quiet Protocol: How Data Guardians Network Plans to Rewire AI Infrastructure From the Ground Up
At a time when companies are building social media platforms and artificial intelligence tools, it is not uncommon to hear about others who are working to advance the digital frontier. This type of infrastructure, often unseen and practically “invisible” to most, is what the Data Guardians Network (D-GN) is building.
The Quiet Protocol: How Data Guardians Network Plans to Rewire AI Infrastructure From the Ground Up
At a time when companies are building social media platforms and artificial intelligence tools, it is not uncommon to hear about others who are working to advance the digital frontier. This type of infrastructure, often unseen and practically “invisible” to most, is what the Data Guardians Network (D-GN) is building.
Decentralizing Data: How D-GN CEO Johanna Cabildo Is Rewriting AI’s Playbook
BlockchainReporter caught up with Johanna Cabildo fresh off a whirlwind week at Token2049 in Dubai—where conversations about AI’s future reached a fever pitch. Between back-to-back panels and impromptu strategy sessions, Johanna sounded a clear wake-up call: the revolutionary power of today’s AI rests on an exploitative base of scraped content, invisible labor, and unaccountable algorithms.
Johanna Cabildo: Big Tech’s Data Addiction Is Breaking AI
Big Tech’s reliance on synthetic data is degrading AI quality, entrenching bias, and centralizing control, while the real solution lies in rebuilding a fair, transparent, and human-centered data ecosystem.
Deploy Your First AI
Data Mission Today
No Upfront Costs. No Compliance Risk.
Let's talk
Whether you're exploring a pilot or scaling up, our team is here to help.