Why ScholarMind is not a generic LLM.
ChatGPT, Gemini and Claude generate text from a single prompt. ScholarMind runs a full pipeline where every layer has an auditable responsibility — from the idea to the defense.
- step_00Idea
- step_01Academic Passport
- step_02Permanent Project Memory
- step_03Scientific Research
- step_04Verified Sources
- step_05Research Intelligence
- step_06Writing Intelligence
- step_07Statistical Intelligence
- step_08Validation Intelligence
- step_09Explainable Audit
- step_10Defense Ready
Generic thinking produces plausible text. Academic infrastructure produces defendable work.
ScholarMind thinks before it writes.
Before every paragraph, the system runs six cognitive operations. Writing only happens at the end.
Analyse
Context, research question, hypotheses, constraints.
Search
Query Crossref, Semantic Scholar, OpenAlex.
Compare
Confront sources and findings.
Verify
DOI, authors, year, method consistency.
Reason
Structure the argument before any word.
Audit
Explainable score and full trace.
Then — and only then — the writing agent writes.
A twelve-engine academic intelligence architecture.
Twelve specialised engines cooperating around a single project memory. Every engine has an input, an output, a log.
Academic Passport
Persistent identity of your work.
Research Intelligence
Orchestrates every scientific query.
Scientific Retrieval
Crossref, Semantic Scholar, OpenAlex.
Literature Intelligence
Maps the state of the art.
Methodology Intelligence
Justifies designs and instruments.
Statistical Intelligence
Inferential tests, effect sizes.
Writing Intelligence
Register locked to your degree.
Citation Intelligence
APA · MLA · Vancouver · Chicago.
Validation Intelligence
Audits every generated block.
Contradiction Analysis
Textual evidence, cross-chapter.
Explainable Audit
Scores you can defend.
Export Intelligence
.docx · PDF · LaTeX · BibTeX.
What ScholarMind verifies before every export.
Fourteen automated controls before a file leaves the platform. Every control produces a status, a trace and a rationale.
An Academic Passport that never forgets you.
Every project owns a unique passport. ScholarMind never starts from scratch — every decision is stored, versioned, reusable.
Live academic audit.
A futuristic console showing in real time what the engine verifies on your current chapter.
Why universities trust ScholarMind.
No marketing claims. Only verifiable properties of the system.
What research intelligence can do today.
Real status of every capability. Nothing promised for the sake of a landing page — only what ships or what's coming.
The scientific ecosystem wired into your project.
Academic databases, identifier registries, reference managers, international bodies. Active or actively integrated.
A real-time academic dashboard.
Every project has its rigor indicators — wired to real data where it exists.
What makes ScholarMind impossible to replace.
Not features. Absolute rules that never move.
Never writes before researching.
Never cites before verifying.
Never exports before auditing.
Never forgets your project.
Never hides its reasoning.
Never separates writing from scientific validation.
ScholarMind vs Generic AI.
Only capabilities actually shipping are checked.
Everything converges toward a thesis ready to defend.
The system consolidates every signal before you face the committee.
One goal: a thesis ready to defend.
They walked out of the defense room with the title.
Bachelor, Master, PhD — what they say once the jury closes the door.
Vos travaux académiques, protégés au plus haut niveau
ScholarMind applique les standards de sécurité exigés par les institutions de recherche, avec une transparence totale sur le fonctionnement.
Chiffrement TLS 1.3
Toutes les communications entre votre navigateur et nos serveurs sont chiffrées en TLS 1.3 (suites AEAD modernes uniquement). Les sauvegardes et le stockage sont chiffrés au repos.
Isolation stricte par utilisateur
Chaque ligne de la base est protégée par des règles d'accès vérifiées côté serveur (RLS). Même en cas d'erreur applicative, personne ne peut lire ni modifier les données d'un autre chercheur.
Contrôle des accès & rôles
Authentification forte (mots de passe hachés bcrypt, vérification d'email obligatoire, sessions JWT signées). Pour vos collaborateur·rice·s : rôles Lecteur / Éditeur / Propriétaire avec invitation par jeton à durée limitée.
Aucun entraînement tiers
Vos chapitres, données et bibliographies ne sont jamais utilisés pour entraîner des modèles externes. Vous restez propriétaire intégral·e de vos travaux et pouvez les exporter ou les supprimer à tout moment.
No corporate fog. Just straight answers.
Hallucinations — does ScholarMind invent sources?+
No. The research agent only proposes references that resolve against Crossref or Semantic Scholar APIs — every DOI is checked before insertion. Anything unverifiable is dropped, not paraphrased into plausibility. The validation agent re-audits the final chapter and removes any citation that no longer resolves. We log the verification trace per chapter so you can audit it yourself.
Citations — how do you guarantee they are real and correctly attributed?+
Three layers. (1) Ingestion: DOI lookup via Crossref + metadata cross-check against Semantic Scholar. (2) Drafting: the writing agent can only cite from the verified pool the research agent built for that chapter. (3) Post-write audit: the validation agent re-resolves every in-text citation and checks author/year/title alignment with the bibliography entry. Mismatch = automatic correction or removal.
Master vs. PhD — does the tone and depth really adapt?+
Yes, and it is the core of the engine. Level (Bachelor / Master / PhD) drives: vocabulary register, methodological depth (descriptive → inferential → SEM/Bayesian/meta-analysis), expected chapter count, citation density, hedging style, and the validation agent's grading rubric. A Bachelor chapter explains its terms inline; a PhD chapter assumes them and pushes a contribution. Same engine, different altitude — locked at project setup, enforced at every chapter.
APA, MLA, Vancouver, Chicago — is the formatting truly compliant?+
Yes. We do not template-print citations; we serialize them from structured metadata (authors, year, title, journal, volume, issue, pages, DOI) through deterministic style adapters: APA 7th, MLA 9th, Vancouver (ICMJE), Chicago (Author-Date and Notes-Bibliography). Switching styles is a one-click re-serialization — the bibliography is regenerated, not search-and-replaced. Export to .docx, PDF, Markdown, LaTeX (BibTeX/BibLaTeX) preserves formatting.
Data management — what happens to my thesis content?+
Your content is yours. EU hosting, TLS 1.3 in transit, AES-256 at rest, database-level isolation via Row-Level Security (you can only ever read your own projects). Your content is never used to train any model — third-party or ours. One-click full export (.zip with .docx + bibliography + raw markdown) and one-click full deletion (hard delete, including embeddings). GDPR Art. 15, 17, 20 covered by design.
Will ScholarMind write my thesis for me?+
No — and that is the point. ScholarMind is a methodological co-pilot. It structures your reasoning, proposes phrasings, defends every claim with sources, and surfaces contradictions before your committee does. You stay the author, the editor, the defender. We make you faster and harder to dismantle, not absent.
How is this different from ChatGPT, Gemini or Claude?+
Generic LLMs are single-prompt text generators. ScholarMind is a 3-agent pipeline (research → writing → validation) running on a persistent project memory that keeps chapter 7 coherent with chapter 2, with vocabulary calibrated to your degree, contradiction detection backed by textual evidence, and a bibliography that survives peer review. It is engineered around how a thesis actually gets defended — not around how a chat looks.
How do credits work and what is free?+
Each generated chapter costs 500 credits. You receive 10,000 free credits on signup — that is 20 full chapters, more than enough to draft a complete Master's thesis before paying a cent. No card required, no trial expiration.
Your thesis is one signup away.
Start it tonight. Defend it sooner.
10,000 credits. Twenty defendable chapters. An entire Master's thesis — fully sourced, fully coherent — before you decide whether we deserve a euro.
10,000 free credits · No card · Cancel in one click · 30-day money-back guarantee