D15 is building human intelligence infrastructure for modern AI systems.
Every foundation model, enterprise copilot, autonomous workflow, and agentic system depends on human judgment: reasoning, review, correction, cultural context, lived experience, and real-world evaluation.
But the systems collecting that intelligence remain fragmented, extractive, and structurally misaligned.
D15 exists to change that.
This repository contains the strategic, ethical, and product architecture behind D15 — including its product thesis, theory of change, brand architecture, economic inclusion model, data rights philosophy, and roadmap.
AI will not scale responsibly through models alone.
It needs human intelligence infrastructure: governed systems that capture, verify, route, and compensate human judgment as a critical input to AI.
D15 is building that layer.
D15 is composed of interconnected product and infrastructure layers:
Mobile-first contributor access layer for learning, earning, and participating in the AI economy.
The infrastructure layer for organizations that need human intelligence pipelines across data gathering, task generation, review, automation, model integration, and continuous evaluation.
Strategic doctrine, product thesis, theory of change, and ecosystem architecture.
Together:
DollarFifteen powers the network.
D15 operationalizes the network.
The core argument for why human intelligence infrastructure is necessary.
How D15 creates measurable social and economic impact.
How D15, DollarFifteen, and future products relate to each other.
How contributors participate economically in the AI systems they help power.
D15’s stance on consent, transparency, contributor dignity, and responsible data use.
The long-term product and ecosystem roadmap.
Common questions about D15, DollarFifteen, and the human intelligence infrastructure category.
The people whose insight AI systems most need are often the same people excluded from the economic upside of AI.
D15 closes two gaps at once:
- AI systems need broader, higher-quality human judgment.
- Underrepresented communities need real pathways into the AI economy.
D15 is not a gig platform.
D15 is not a traditional annotation company.
D15 is not disposable data labor.
D15 is human intelligence infrastructure.
Founded by Ariana Abramson.
Ariana is a second-time founder building intelligent infrastructure for the AI era across product decision systems, human intelligence networks, and civic transition infrastructure.
AI may be powered by models.
But it will always depend on people.