The Kuanta advantage: real world reasoning and intelligence at scale.
Most analysis platforms rely on generic models. Kuanta is built on a proprietary foundation — a vectorized reasoning engine trained on over 610,000 startups, premium data sources, and localized industry intelligence.
Data ecosystem
Our data ecosystem - the numbers that matter
610,000+ Startup Profiles
Complete ecosystem mapping across global markets — from emerging markets to Silicon Valley disruptors. Every startup is converted into advanced vector embeddings for accurate and contextual competitor matching. Instead of loosely comparing a coffee startup with a tea company just because they’re both hot beverages, Kuanta captures deeper attributes — vectorizing coffee as “black, caffeinated, hot, liquid substance” — enabling precise and relevant matching.
300,000+ Industry Intelligence Chunks
Real-time market intelligence from the latest industry reports, research papers, and market analysis — all vectorized and instantly searchable. This isn't static data; it's living intelligence that updates with market movements. Every evaluation includes context from 300,000+ validated data points — ensuring your analysis is grounded in current market reality, not outdated information.
Global Market Coverage
Strategic intelligence across continents — Gain insights with coverage spanning emerging markets and global players. Our platform curates intelligence through expert analysis, real-time data, and ground signals, ensuring each insight is scored for strategic relevance. Whether tracking innovation in Southeast Asia or threats in North America, we deliver actionable intelligence tailored to your growth strategy.
What is a chunk?
CONTEXTUALLY ENRICHED
Cleansed and structured segments extracted from real-world industry data.
Semantically embedded
Converted into deep vector embeddings using domain-tuned LLMs for richer understanding.
Source-linked
Each chunk is traceable to its original source or report — built for auditability and trust.
Key difference of foundational models
Traditional AI platform
Generic LLM → Basic Analysis → Limited Insight → High hallucination risk
Kuanta’s approach
Proprietary dataset + VC-tuned reasoning → Contextual intelligence → Actionable outputs
Data ecosystem
What this means for you?
Relevance That Matters
When Kuanta identifies "similar companies," it's drawing from 610,000+ real startups, not hypothetical examples.
Context-Aware Analysis
Every recommendation is backed by 300,000+ industry data points, ensuring insights that align with current market conditions.
Global Perspective
Comprehensive coverage means you never miss regional opportunities or emerging market trends.
Instant Intelligence
Vector embeddings enable real-time analysis across our entire ecosystem — no waiting, no limitations.
Why size matters in AI
610,000+ Startups = Better Pattern Recognition
Our AI understands patterns across the global startup ecosystem. This scale enables:
Spotting outliers early — even pre-unicorns
True market fit analysis — no false positives
Prediction powered by real signals — not speculation
300k+ Industry Chunks = Unmatched Context
Every analysis taps into:
Live market conditions from vetted sources
Competitive benchmarking from paid and public reports
Real-world investment trends and industry signals
Risk insights based on actual business performance
Data ecosystem
Kuanta’s key differentiators
Kuanta blends AI-native insight generation with human-level research depth.
Unified Knowledge Engine
320k+ startup profiles (India + global)
300k+ research content chunks
Structured, searchable, and semantically ranked
LLM + RAG (Retrieval-Augmented Generation)
Answers grounded in real documents
Not just “smart guesses” — evidence-backed reasoning
Relevance Scoring + Explainability
Every result is ranked by contextual relevance
Why this result? We show the reasoning
Enterprise-grade Use Cases
Market mapping
Competitor benchmarking
Strategy decks generation
Due diligence prep in minutes