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Private Markets

Diligence, valuation, and value-creation research for private market investors.

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Pre-LOI Defence Commercial Due Diligence: Replacing Conflicting Market Reports with Sourced-vs.-Inferred Audits and Automated Valuation Bridges (1)
WhitepaperFeatured in Private MarketsPrivate Markets

Pre-LOI Defence Commercial Due Diligence: Replacing Conflicting Market Reports with Sourced-vs.-Inferred Audits and Automated Valuation Bridges (1)

Syndicated defence market reports diverge by up to 3.4x. Cell-level Sourced-vs.-Inferred provenance and a 15-minute AFG valuation bridge deliver IC certainty inside 10-day LOI…

Gautam Bakshi, Jason De Souza, Yazid ErshiedOctober 28, 2026
Pre-LOI Defence Commercial Due Diligence: Replacing Conflicting Market Reports with Sourced-vs.-Inferred Audits and Automated Valuation Bridges
WhitepaperPrivate Markets

Pre-LOI Defence Commercial Due Diligence: Replacing Conflicting Market Reports with Sourced-vs.-Inferred Audits and Automated Valuation Bridges

Syndicated defence market reports diverge by up to 3.4x. Cell-level Sourced-vs.-Inferred provenance and a 15-minute AFG valuation bridge deliver IC certainty inside 10-day LOI…

Gautam Bakshi, Jason De Souza, Yazid ErshiedOctober 28, 2026
Why General-Purpose AI Fails on Defence Supply Chains: The 20% Coverage Trap
ArticleAI & Decision Systems

Why General-Purpose AI Fails on Defence Supply Chains: The 20% Coverage Trap

Off-the-shelf AI assistants capture less than 20% of private sub-tier defence supply chains—and half of that 20% is wrong. Deterministic engineering graphs bridge the gap.

Gautam Bakshi, Qinzhi (Q) Wang, Rajan SharmaOctober 28, 2026
Underwriting the Sovereign Pivot: How Banks, Institutional Allocators, and Private Equity Price Sub-Tier Defence Risk
WhitepaperPrivate Markets

Underwriting the Sovereign Pivot: How Banks, Institutional Allocators, and Private Equity Price Sub-Tier Defence Risk

Banks and private-equity funds deploying capital into defence supply chains face 35.4% capital-lapse deferrals, availability fee clawbacks, and 4.4x registry revenue gaps.

Gautam Bakshi, Jason De Souza, Yazid ErshiedOctober 28, 2026
The NAICS Blind Spot: Why Industrial Classification Codes Miss 90% of Sovereign Defence Supply Chains
WhitepaperAI & Decision Systems

The NAICS Blind Spot: Why Industrial Classification Codes Miss 90% of Sovereign Defence Supply Chains

Standard NAICS codes miss 88% of verified defence-capable sub-tier plants. A 4-tier component capability graph surfaces hidden sovereign capacity across precision manufacturing.

Gautam Bakshi, Jason De Souza, Qinzhi (Q) WangOctober 28, 2026
The Synthesis Gap: Why Document Search Alone Does Not Answer Investment Committee Questions
ArticleAI & Decision Systems

The Synthesis Gap: Why Document Search Alone Does Not Answer Investment Committee Questions

Searching earnings transcripts or extracting clauses from a data-room folder tells you what a document says, but it does not build a clean-sheet cost model, a DSO cash bridge,…

Gautam Bakshi, Bazen Teferra, Priyansh AnandOctober 25, 2026
The Research Desk vs. The Pyramid: How AI-Enabled Diligence Compresses Strategy & Deal Cycles
ArticleAI & Decision Systems

The Research Desk vs. The Pyramid: How AI-Enabled Diligence Compresses Strategy & Deal Cycles

In a traditional six-week consulting engagement, the first four weeks are spent manually gathering filings, permits, and benchmark tables. Pairing automated multi-source…

Gautam Bakshi, Jason De SouzaOctober 22, 2026
The Sub-Tier Map: Supply Chain, Vendor & ESG Due Diligence Beyond Tier-1 Suppliers
WhitepaperPortfolio Operations

The Sub-Tier Map: Supply Chain, Vendor & ESG Due Diligence Beyond Tier-1 Suppliers

Qualifying eight independent Tier-1 vendors offers zero protection when five of them buy raw castings or precursors from the exact same Tier-2 plant. Real supply chain due…

Jason De Souza, Bazen Teferra, Aanchal GoelOctober 19, 2026
The First-100-Days Diagnostic: Building a Self-Funding Private Equity Value Creation Plan
WhitepaperPortfolio Operations

The First-100-Days Diagnostic: Building a Self-Funding Private Equity Value Creation Plan

Post-merger integration fails when capital-intensive automation projects launch before balance-sheet cash is released. Sequencing DSO working-capital release in Days 1 to 30…

Gautam Bakshi, Yazid Ershied, Qinzhi (Q) WangOctober 16, 2026
The Outside-In Diligence Screen: Commercial, Operational & Technical Due Diligence Before LOI
WhitepaperPrivate Markets

The Outside-In Diligence Screen: Commercial, Operational & Technical Due Diligence Before LOI

Deal teams routinely spend six figures and four weeks in a data room only to find flaws that were visible from the outside before signing the LOI. A 3-to-5-day outside-in…

Gautam Bakshi, Aanchal Goel, Qinzhi (Q) WangOctober 10, 2026
The Internal Bank: The Cheapest Capital Is Already on Your Balance Sheet
WhitepaperPortfolio Operations

The Internal Bank: The Cheapest Capital Is Already on Your Balance Sheet

Across 12+ industries and dozens of engagements, the same three working-capital levers — collect faster, pay slower, hold less — have identified over $4B in trapped cash. The…

Gautam Bakshi, Ray Hertanto, Qinzhi (Q) WangSeptember 24, 2026
The Permission Filter: Why ‘Can We Win’ and ‘Is It Worth Winning’ Are Different Questions
WhitepaperStrategy & Growth

The Permission Filter: Why ‘Can We Win’ and ‘Is It Worth Winning’ Are Different Questions

In regulated markets, the binding constraint is not capability — it is permission to operate. A single unresolved credential held CAD 84.5B of demand at Low attractiveness. The…

Jason De Souza, Yazid Ershied, Gowri PrakashSeptember 20, 2026