Frequently Asked Questions

DataIntell is a decentralised community platform — a GitHub-style home for research and innovation where students, researchers, academics, and professionals publish their work directly without institutional gatekeepers or waiting for journal approval. The community validates through engagement and structured review. AI validates everything. The community elevates the best. Humans certify the exceptional. It is not just a platform — it is a movement to ensure every researcher gets the visibility and credit they deserve.

Yes — the core platform is completely free. You can publish unlimited research and innovations, receive AI validation, engage with the community, and access all collaboration features at no cost. Premium features are available for advanced analytics and showcase certification.

Anyone — undergraduate students, postgraduate students, academics, independent researchers, and professionals. You do not need to be affiliated with a university, have a PhD, or have published in journals before. DataIntell is designed for the Global South and Global North equally — your work is valued on its merit, not your institution.

Any research or innovation that addresses a real-world problem. This includes dissertations, thesis work, independent research projects, data science projects, technical innovations, and professional research. We support AI & ML, Fintech, Healthcare, Agriculture, Climate & Environment, Education, Social Science, Energy, Hardware, Software, Biotech and more. If it solves a problem, it belongs on DataIntell.

Absolutely — student work is highly valued and central to DataIntell's mission. Many groundbreaking innovations come from student projects. The platform was founded specifically to rescue student work from university archives where it would otherwise remain invisible. Just ensure you have any required permission from your institution if applicable.

Every project is scored on four dimensions: Unworkable (existing solutions are inadequate), Unavoidable (the problem affects many people), Urgent (it causes time-sensitive harm), and Underserved (there are gaps in current solutions). Each dimension is scored 0–5, giving a maximum of 20 points. Projects scoring 10+ with at least 2 dimensions scoring 3+ are considered worthy problems.

Our AI (powered by Anthropic Claude) reviews your submission against the DataIntell Community Framework — checking problem worthiness, methodology rigour, results transparency, and overall quality. You receive detailed feedback within minutes. It is not a rejection system — it is a quality improvement tool.

Expert reviewers from your domain review your project using the same 100-point rubric. Human validation adds credibility beyond AI assessment and is fully transparent — reviewers are identified and accountable, not anonymous. You can choose AI-only, Human-only, or both (recommended).

AI validation completes within minutes. Human review typically takes 7–14 days — compared to 6–12 months for traditional journals. Your work is visible on the platform throughout the review process. Expedited review (3-day turnaround) is available as a premium service.

You receive detailed rubric-based feedback explaining exactly what needs improvement. You can revise and resubmit. DataIntell is not a rejection platform — it is a quality improvement and community platform. Your work remains visible even during revision.

Every published project receives a SHA-256 cryptographic hash — a tamper-evident digital fingerprint of your authorship tied to your name, project title, and publication timestamp. This is your permanent legal proof that you published this research or innovation on this date, independently verifiable by anyone with the certificate URL. Supervisors cannot claim credit later.

Projects that pass AI or Human validation receive a Validated Research Certificate — a branded PDF with your name, project title, 4Us score, validation status, and a QR code linking to the public verification page. Designed to be shared on LinkedIn and added to your professional portfolio.

The highest tier — awarded to projects scoring 85+ on the 100-point rubric. Showcase Certificates carry the greatest prestige on the platform and are designed for LinkedIn sharing, grant applications, and professional portfolios.

Authors can mark their project as "Seeking Collaborators" and specify what skills they need. Other researchers and professionals can browse and send collaboration requests with a proposal. If accepted, a private messaging thread opens to coordinate the work. Credit and attribution are tracked throughout.

Researchers can register extensions of existing published work — building on, replicating, or applying previous research to new contexts. Original authors are automatically credited in every extension. This creates research lineage trees showing how knowledge evolves over time. Research doesn't die on DataIntell — it evolves.

No permission is needed. Extending research is open by design — you simply register your intent and the original author is notified and credited automatically. This is a core philosophy of DataIntell: open knowledge, transparent attribution, no gatekeepers.

You do — always. Publishing on DataIntell does not transfer any intellectual property rights. Your research and innovations belong to you. DataIntell provides visibility, validation, and community — not ownership.

Yes. DataIntell uses industry-standard HTTPS encryption, secure session management, and stores data on Railway cloud infrastructure with PostgreSQL. We never sell your data. See our Privacy Policy for full details.

Yes — you can request account deletion at any time by contacting privacy@dataintell.co.uk. We will remove your personal data within 30 days in compliance with UK GDPR.