Tattva AI — Evidence-Grounded Research Intelligence
Live evidence pipeline · Updated every 6 hours
Ask a research question.
Get the truth from the papers.
Tattva verifies scientific claims against thousands of peer-reviewed papers, detects contradictions, and delivers structured verdicts — with full evidence transparency.
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See how it works
10,000+
Evidence Chunks
Paper Sources
6h
Auto-Update Cycle
0.1s
Cached Query Speed
Live Demo
See it in action
Ask any research question. Tattva retrieves evidence, evaluates every claim, and tells you exactly what the literature says.
tattavaai.org — Scientific Evidence Platform
🔍<br>Does KV cache compression reduce LLM inference latency?
Research Verdict
SUPPORTED
63% confidence · 10 evidence chunks · 3 supporting claims
Evidence Sources
EvolKV: Evolutionary KV Cache Compression for LLM Inference
MiniKV: 2-Bit Layer-Discriminative KV Cache
LMCache: Efficient KV Cache Layer for Enterprise LLMs
⚠ Contradiction Detected
EvolKV reports gains across all KV budgets, while KVTuner finds three unsolved challenges in current methods. Methodology differences likely explain the gap — check sequence length and model size.
Process
How Tattva works
Five steps from question to evidence-grounded verdict. No hallucination. Every claim traceable to a real paper.
Query Input
You ask a research question in natural language
Vector Search
Pinecone finds the 10 most semantically relevant paper chunks
Claim Extraction
NLP extracts sentence-level scientific claims from evidence
Evidence Scoring
Each claim scored: supported, contradicted, or inconclusive
Verdict
Aggregated verdict with confidence, papers, and contradictions
Comparison
Why not just use Google Scholar?
Every other tool finds papers. Only Tattva tells you what the papers actually say about your specific claim.
Tool
Finds papers
Evaluates claims
Detects contradictions
Real-time updates
Verdict + confidence
Google Scholar
Semantic Scholar
Consensus
ChatGPT / Perplexity
Tattva AI ✦
Capabilities
Built for serious researchers
Evidence Grounding
Every verdict links to the exact sentence in the exact paper that supports it. No black boxes. Full transparency.
⚠️
Contradiction Detection
Automatically identifies when papers disagree and explains why — sequence length, model size, methodology differences.
🧬
Knowledge Graph
48 scientific concepts with 79 causal relationships. Surfaces connections between ideas that aren't obvious from any single paper.
Auto-Updated Every 6 Hours
Continuously ingests from 8 paper sources including arXiv, Semantic Scholar, and Europe PMC. Always current.
🔮
Field Simulation
300 Monte Carlo simulations forecast which research methods will dominate over the next 4 years.
💡
Idea Lab
Analyze your research ideas against the knowledge graph. Get experiment designs, outcome predictions, and blockers.
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