Data aggregator for frontier model builders
Your data. Their models. Your terms.
theFabric connects proprietary data holders with the labs building frontier AI, so your data gets used, licensed, and paid for, without you doing the deal-making.
Built for the teams training the next generation of foundation models
The best training data isn’t on the internet anymore.
It’s sitting inside companies that don’t know how to license it, who to trust, or what it’s worth.
Human expertise for advanced AI
Your professional judgment can help AI perform better.
Advanced AI models need more than information. They need experts who can recognize accuracy, identify weak reasoning, and apply real-world professional standards.
theFabric connects qualified specialists with opportunities to help train, evaluate, and improve AI systems.
Evaluate AI responses
Review model outputs for accuracy, relevance, completeness, clarity, and professional soundness.
Compare and rank outputs
Assess multiple responses and determine which is stronger — and why.
Create expert examples
Develop high-quality answers, scenarios, calculations, documents, or reasoning examples that reflect professional best practices.
Define evaluation standards
Help create scoring criteria, test cases, rubrics, and benchmarks for specialized AI use cases.
Test model limits
Design challenging questions and edge cases that reveal errors, weaknesses, or unsafe outputs.
Expertise that matters
We are building a global network across medicine, law, finance, accounting, engineering, science, technology, cybersecurity, education, languages, operations, skilled trades, and other specialized fields.
AI experience is not always required. What matters most is credible expertise, sound judgment, and the ability to explain your reasoning clearly.
Apply to the Expert Contributor NetworkAssignments depend on qualifications, project requirements, screening, and availability. Compensation and engagement terms are shared before participation.
Built for specialized AI needs
Valuable data and expertise exist in every industry.
theFabric is building a global network of data providers and subject-matter experts across a wide range of professional fields, industries, languages, and data formats.
Areas of expertise
Medicine and healthcare, law, finance, accounting, engineering, science, technology, cybersecurity, education, research, languages, operations, skilled trades, and other specialized domains.
Types of data
Proprietary, licensed, or hard-to-access text, documents, images, audio, video, code, structured records, multilingual content, sensor data, business workflows, technical materials, and multimodal datasets.
Specialized and hard-to-access knowledge
- Industry-specific processes
- Professional decision-making
- Regional and multilingual knowledge
- Real-world edge cases
- Specialized technical content
- Historical or proprietary archives
Whether you have data, expertise, or both, your contribution may help improve how advanced AI systems understand and perform in the real world.
Join the Early Access NetworkApplications are reviewed based on quality, relevance, rights, expertise, and current project requirements.
From contribution to AI-ready output
We help turn valuable knowledge into usable AI training resources.
Raw data and professional expertise often need to be reviewed, structured, and adapted before they can support AI training and evaluation.
theFabric works with contributors to help prepare data and expert input for specific AI development requirements.
Discover
We identify relevant datasets, domain expertise, and specialized knowledge within our contributor network.
Assess
We review quality, relevance, ownership, permissions, and suitability for potential AI use cases.
Prepare
Data and expert contributions may be organized, labeled, formatted, evaluated, or refined based on project requirements.
Deliver
Approved contributions can be made available through controlled workflows designed around confidentiality, quality, and agreed usage terms.
Every project is subject to contributor approval, applicable rights, quality requirements, and mutually agreed commercial terms.
Trusted contributions. Clear terms.
Your data and expertise remain yours.
theFabric is designed to help contributors participate in AI development with greater transparency, control, and confidence.
Ownership and rights
You retain ownership of your data, intellectual property, and professional work unless otherwise agreed in writing.
Informed participation
Project scope, expected use, deliverables, compensation, and applicable rights are communicated before participation.
Confidentiality
Sensitive information is handled through appropriate confidentiality agreements and controlled project workflows.
Contributor approval
Your data or expertise is not assigned to a project without agreed terms and authorization.
Responsible sourcing
We seek to work only with data and content that contributors have the legal right and authority to provide.
Participation is subject to verification, project requirements, and mutually agreed legal and commercial terms.
Scale the future. Profit from your network.
Don’t have proprietary data but have a high-value network? Join theFabric Channel Partner Program. We are empowering well-connected professionals to broker the data revolution.
Refer data owners & domain experts
Tap into your professional circles. Whether you advise enterprise companies with untapped data silos or manage a network of specialized domain experts, your introductions are highly valuable.
Earn commission-based revenue
When a data owner or RLHF expert you refer successfully empanels with theFabric and their data or expertise is utilized by a frontier lab, you earn a lucrative, ongoing percentage of the revenue share.
Zero heavy lifting
You make the introduction; we handle the rest. theFabric manages all the NDA drafting, security compliance, lab matching, and payouts. You simply monitor your pipeline and collect your commission.
Why join
Access to frontier labs
Direct route to the model builders training in Silicon Valley, without cold-emailing procurement teams yourself.
You keep control
You set what's shareable, under what license, and can revoke access.
Revenue, not a payout
Ongoing revenue share as your data is licensed and reused, not a single flat fee.
Security and compliance handled
theFabric manages data room access, NDAs, and review. You don't run your own deal process.
No integration burden
theFabric normalizes and structures data for use; you're not building pipelines for every lab that wants access.
Priced by real demand
Valuation reflects what labs are actively paying for, not guesswork.
Early Access Partner Program
Join before the terms change.
theFabric is onboarding a limited first cohort of data partners ahead of general availability. EAP partners help shape what gets prioritized, and lock in founding terms before the network opens up.
Founding partner revenue share: better economics than partners who join after general availability, locked in for the life of your agreement.
Priority access to lab demand: first look at active data requests from labs on the network, ahead of the general partner pool.
Direct line to the team: a real point of contact at theFabric during onboarding and deal structuring, not a support queue.
Cohort is limited. No cost or exclusivity commitment to apply.
Early Access signup
Tell us how you’d like to partner. Takes about a minute.
Your data stays yours.