Intelligence,
Structured

A single AI produces a single perspective. We build systems of structured disagreement — where independent analytical personas deliberate, a synthesis layer compresses, and a knowledge graph compounds. Multi-agent intelligence infrastructure that gets better with every decision.

28,551 Knowledge graph entities
12 Analytical Council personas
148 Calibrated scorecards
74% Weighted backtest accuracy

Structured disagreement
produces better decisions

The best decision-making bodies — boardrooms, advisory panels, expert committees — don't succeed because any individual is smarter. They succeed because structured tension between different analytical mandates surfaces what any single perspective would miss.

We recreate that structured tension synthetically. 12 independent personas with genuinely different analytical frameworks evaluate the same evidence base. A synthesis layer compresses — not averages — the disagreement into actionable intelligence.

Not 12 copies of the same prompt with different names. 12 fundamentally different analytical philosophies, forced to commit.

Layer 01 — Evidence

Deal Memo Analyst

Exhaustively factual extraction from documents, financials, and market data. The shared evidentiary base that all deliberation builds on.

Layer 02 — Deliberation

Analytical Council

12 independent personas — each with distinct analytical frameworks, domain expertise, and decision philosophy. Independent assessment. No anchoring.

Layer 03 — Synthesis

Synthesis Associate

Identifies decision-relevant tensions, distinguishes resolvable disagreements from fundamental risks, preserves nuance rather than averaging.

Layer 04 — Memory

Knowledge Graph

28,551 entities and growing daily. Every analysis enriches the graph. Every future analysis benefits from accumulated pattern recognition.

The intelligence infrastructure

One methodology, multiple domains. Structured multi-agent deliberation applied wherever complex decisions need more than a single perspective.

Live

ManthanBot

Structured analysis, on demand

Submit a document. Receive a multi-dimensional analysis powered by the Analytical Council — structured disagreement between calibrated personas, synthesised into actionable intelligence. What a team of analysts produces in days, delivered in minutes.

  • Free diagnostic
  • 12-persona deliberation
  • KG-enriched comparables
  • Telegram + API
Try Free Diagnostic →

Blueprint

Deployed intelligence infrastructure. One architecture, multiple verticals — each serving a distinct buyer with multi-agent deliberation, knowledge graphs, and institutional memory.

Building

Blueprint / Investments

Deal analysis & investor intelligence

The Analytical Council applied to deal flow. Submit a deck, receive a multi-perspective verdict, track your pipeline, match with investors from a 1,747-entity network. What Vasudha and Manutosh see.

  • AC-3 / AC-6 / AC-9 tiers
  • Investor matching
  • Pipeline tracker
  • $2K-15K/month
Request Early Access →
New

Blueprint / Consulting

Agent employees for professional services

Deploy AI agents that operate like junior-to-senior consultants — analyst through partner grade. 27 analytical lens archetypes, institutional knowledge graphs, and calibration loops that improve with every engagement.

  • 4 seniority tiers
  • 27 analytical lenses
  • Institutional memory
  • Learn more →
Code Complete

Blueprint / DhiOS

AI operating system for organisations

The infrastructure that makes a 5-person team out-execute a team of 50. Division-level advisory panels, cross-agent synthesis, and institutional memory that compounds. 10,800 lines, 348 tests, ready to deploy.

  • Division-level panels
  • Cross-agent synthesis
  • Connector-based data
  • Web dashboard
Request Deployment →
Built

Sutra

Professional navigation intelligence

Five analytical lenses calibrated to your profession — whether you're a VP navigating board politics, a consultant managing partner dynamics, or a banker prioritising mandates. The career companion that remembers your context across jobs.

  • 5 analytical lenses
  • Profession context packs
  • Personal knowledge graph
  • Cross-lens synthesis
Request Pilot →
Launching

Charaka Notes

Intelligence dispatches from the knowledge graph

What 28,551 companies, 180 startup postmortems, and a 12-persona Analytical Council reveal about startups, sectors, and the future of AI-native business. Published 5 days a week. Free.

  • 5 content pillars
  • KG-powered insights
  • Substack + Telegram
  • GEO-optimised
Read the Notes →

Dispatches from an intelligence system

Not a blog. The visible exhaust of an intelligence machine. Every note is backed by verifiable data from a 28,551-entity knowledge graph, 180+ startup postmortems, and continuous research agents running daily.

Subscribe free

5 intelligence dispatches per week.
Straight from the knowledge graph.

Launching soon. We'll notify you when the first note drops.

All Mon: Pattern Intelligence Tue: Sector Deep Dives Wed: Death Diagnosis Thu: AI-Native Operations Fri: Signal Detection
Pattern #001

What 12,842 Companies Taught an AI About Startup Survival

Competition kills 34% of startups in our dataset — the single largest cause of death. But the median time-to-death varies wildly by killer...

Sector #002

India Agritech: $28B Market, 2% Penetration, Zero IPO Exits

India agritech has attracted $2.9 billion in funding and produced exactly zero IPOs. The contradiction tells you everything about the sector...

Death Diagnosis #003

The Fintech Graveyard: 5 Patterns That Kill 80% of Failed Fintechs

Of 180 postmortems in our knowledge graph, fintech accounts for the highest concentration of preventable deaths. The patterns are startlingly consistent...

AI-Native #004

The Agent-to-Human Ratio: Why the Best Firms Will Run 100:1

We run 42 autonomous agents for 2 humans. Jensen Huang says 100:1 is the target. Here's why the firms that get there first win everything else...

Signal #005

This Week: India Fintech IPO Wave, Private Credit 4x, Angel Decline

Three signals from the research agents this week. One is a structural shift. One is a warning. One is an opportunity nobody's pricing correctly...

Pattern #006

Why 52% of Healthcare AI Agents Fail in Production

The failure rate for multi-agent AI in healthcare is 52%. Not because the models are bad — because the deployment architecture ignores three constraints...

Intelligence that compounds

Every analysis feeds structured entities into the graph — company profiles, market assessments, risk patterns, valuation comparables. Every day the system runs, the gap between us and a new entrant widens.

13,498 Companies
1,747 Investors
11,486 Relationships
180 Postmortems

Entity distribution

Companies
13,498
Relationships
11,486
Investors
1,747
Analyses
1,129
Postmortems
180
Insights
111

From raw input to structured intelligence

The same methodology that drives the best decision-making bodies — structured disagreement, independent evaluation, compressed synthesis — running autonomously.

Submit

Forward your document to ManthanBot via Telegram or API. The Deal Memo Analyst extracts every material fact.

Deliberate

Up to 12 independent personas evaluate the evidence. Growth vs. unit economics. Founder vs. market. India-specific vs. global. Genuine tension, not theatre.

Synthesise

The IC Associate identifies decision-relevant tensions, resolves what's resolvable, preserves genuine disagreement. Not vote-counting — structured compression.

Compound

Every analysis enriches the knowledge graph. Next month's analysis draws on this month's patterns. Intelligence that gets better with every decision.

See what structured intelligence
reveals about your decisions

Try a free diagnostic — submit any document and receive a multi-perspective analysis in minutes. Or talk to us about deploying Blueprint for your organisation.