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Your Intelligent Co-Pilot for Deep Research

Stop digging through fragmented sources. Aevum's AI Research Assistant cross-references 2.4M+ verified articles, generates structured citations, and synthesizes complex topics in seconds.

Launch Assistant → Read Documentation
aevum_ai_research v2.4
Compare the theoretical foundations of Transformer vs. Mamba architectures for long-sequence modeling, including memory complexity and hardware implications.
Architecture Comparison: Transformers vs. Mamba

Transformers rely on self-attention, scaling quadratically O(n²) with sequence length. Mamba uses state-space models (SSMs) with selective scanning, achieving linear O(n) scaling. Hardware-wise, Transformers benefit from highly optimized attention kernels (FlashAttention), while Mamba requires specialized sequential processing but offers superior memory efficiency for contexts >100K tokens.
[1] Gu & Dao, 2023 [2] Aevum: AI Architecture Index [3] HuggingFace Benchmarks
How It Works

From Query to Citation in 4 Steps

Designed for academic rigor and workflow integration.

1

Ask or Upload

Enter a natural language query, paste text, or upload PDFs, datasets, and lecture notes.

2

Semantic Retrieval

AI searches 2.4M+ verified articles, academic journals, and historical archives simultaneously.

3

Synthesize & Cite

Generates structured answers with inline citations, confidence scores, and source links.

4

Export & Iterate

Download as Markdown, BibTeX, or APA. Refine answers with follow-up prompts or fact-checking mode.

Core Capabilities

Built for Serious Research

🔍

Multi-Source Verification

Cross-checks claims against primary sources, flagging contradictions and outdated data automatically.

📊

Knowledge Graph Mapping

Visualizes relationships between concepts, authors, and disciplines in an interactive graph.

🌐

140+ Language Support

Query in your native language; get responses and citations translated with academic precision.

📝

Auto-Bibliography Generation

Exports perfectly formatted citations in APA, MLA, Chicago, BibTeX, and Zotero-compatible formats.

🧠

Context-Aware Memory

Remembers your research thread, allowing deep, multi-turn conversations without losing context.

🔒

Private & Secure

Zero data retention by default. Enterprise plans offer on-premise deployment and SSO integration.

Who It's For

Research, Accelerated

🎓

Graduate Students

Literature reviews, thesis structuring, and source verification in minutes instead of weeks.

🔬

Academic Researchers

Cross-disciplinary synthesis, grant proposal drafting, and methodology comparison.

📈

Market Analysts

Rapid competitive intelligence, trend forecasting, and verified economic data extraction.

⚖️

Policymakers

Historical precedent analysis, regulatory impact synthesis, and multi-jurisdictional research.

Access & Pricing

Choose Your Research Tier

Free

$0 / mo
  • 50 queries per day
  • Basic citation formatting
  • Access to public encyclopedia
  • Community support
Get Started
Most Popular

Pro Researcher

$19 / mo
  • Unlimited queries
  • Advanced verification & confidence scores
  • PDF upload & deep analysis
  • Export to Zotero/EndNote
  • Priority API access
Upgrade to Pro

Institutional

Custom
  • Unlimited seats & admin dashboard
  • On-premise deployment option
  • Custom knowledge base indexing
  • SSO, audit logs & compliance
  • Dedicated success manager
Contact Sales
FAQ

Common Questions

Yes. The free tier includes 50 daily queries with access to our public encyclopedia. Pro and Institutional tiers unlock unlimited queries, PDF analysis, advanced verification, and priority support.
Every AI-generated claim is cross-referenced against verified primary sources. We provide confidence scores, direct links to source material, and flag potential contradictions for manual review.
Absolutely. The tool is designed for research acceleration, not replacement. All outputs are fully citable, and we support standard academic formats (APA, MLA, Chicago, BibTeX). Always verify with your institution's guidelines.
By default, no. Aevum operates on a zero-retention policy for free and Pro users. Institutional plans can opt into secure, encrypted data storage with full GDPR/FERPA compliance.
The assistant supports 140+ languages for both input and output. Citation formatting and source translation maintain academic precision across linguistic barriers.