Sorai
Decision-Grade Review
Sorai Insights
Writing on diligence, execution, governance, and the mechanics of serious transaction work.
Due Diligence · 15 min read
Due diligence in M&A is the buyer's systematic investigation of a target company's financial, tax, legal, and operational position before closing. This guide covers every workstream, timeline, and checklist.
AI Due Diligence · 15 min read
AI changes M&A due diligence by accelerating document ingestion, extraction, issue triage, and synthesis. Here is how serious deal teams use it without losing review quality or control.
Target Screening · 14 min read
AI improves M&A target screening by widening the universe, enriching company profiles faster, and ranking targets against explicit investment criteria before the deal team commits time.
Document Review · 15 min read
AI document review helps M&A teams classify files, extract key fields, connect evidence across workstreams, and escalate the highest-risk issues faster inside the data room.
Risk Scoring · 15 min read
M&A risk scoring helps deal teams rank findings, compare domain risks, and turn diligence evidence into clearer IC decisions without losing source-level context.
Pre-LOI · 15 min read
Pre-LOI due diligence helps buyers test the deal thesis, identify the highest-risk issues early, and decide whether to proceed, pause, or narrow the scope before exclusivity begins.
Deal Process · 15 min read
M&A deal timelines depend on screening quality, diligence readiness, negotiation complexity, and closing conditions. This guide explains each phase and what slows momentum.
Deal Process · 15 min read
The path from LOI to close is where diligence findings, agreement terms, consents, and financing have to line up. This guide explains the execution phase that decides whether deals actually finish.
Private Equity · 15 min read
PE deal sourcing works when firms combine a clear investment thesis, disciplined proprietary outreach, and systematic screening that keeps the pipeline active between live processes.
Market Trends · 15 min read
AI adoption in M&A is moving from experimentation to workflow integration. This guide explains what leaders do differently, where laggards stall, and what the data actually supports.
Integration · 15 min read
Post-merger integration decides whether the deal thesis becomes operating reality. This guide covers the 100-day plan, governance model, synergy tracking, and where AI actually helps.
SOC 2 · 15 min read
SOC 2 matters for due diligence platforms because buyers need evidence that security controls are designed, tested, and relevant to confidential M&A workflows.
Security · 15 min read
Data security in M&A is a control problem, not just a storage problem. This guide covers the platform, workflow, and team practices that protect deal-critical information.
Audit Trail · 15 min read
Audit trails in due diligence are the evidentiary chain linking data access, analysis, review, and decisions. Without them, fast workflows become hard to trust and harder to defend.
AI Strategy · 15 min read
Human-AI collaboration in M&A works when AI accelerates search, extraction, and synthesis while humans retain judgment, escalation, negotiation, and final decision authority.
AI Governance · 15 min read
AI governance in M&A is the control system that defines where AI can be used, what evidence it can touch, who approves outputs, and how firms retain accountability.
AI Strategy · 15 min read
The future of deal intelligence is not fully autonomous M&A. It is a more connected operating model where AI handles more synthesis, monitoring, and workflow coordination while humans retain judgment.
SaaS DD · 15 min read
SaaS M&A is not just a revenue-multiple exercise. Buyers test whether ARR is durable, whether retention is real, and whether growth economics will still work after close.
Pre-LOI · 15 min read
A practical pre-LOI due diligence checklist for buyers who need to pressure-test financial, tax, legal, and process risk before committing to exclusivity.
Deal Timing · 15 min read
M&A diligence slows down because workflows fragment, file readiness stays weak, and the final decision narrative gets rebuilt too late. Here is how disciplined teams shorten the timeline.
AI Due Diligence · 15 min read
A buyer's guide to AI due diligence tools, what they automate, where they fail, and how serious deal teams should evaluate platforms before committing workflow, data, and process change.
Quality of Earnings · 15 min read
A buyer-focused guide to quality of earnings analysis in M&A, including what QoE actually tests, which findings change price and terms, and how to run the work under deal pressure.
Best Practices · 15 min read
The most common diligence bottlenecks are operational, not analytical. Here are the five delays that slow deals down, what they look like in practice, and how disciplined teams remove them.
Quality of Earnings · 13 min read
Quality of Earnings analysis validates reported EBITDA for M&A buyers. Covers adjustments, NWC normalization, Big Four methodology, and how AI is automating key steps.
GDPR · 9 min read
Cross-border M&A transactions must comply with GDPR, CCPA, and local data protection laws. Covers lawful basis for DD data processing, transfer mechanisms, and compliance architecture.
Financial DD · 10 min read
Net working capital determines the purchase price adjustment at closing. Covers NWC definition, normalization, peg negotiation, and the true-up mechanism that protects both parties.
Tax DD · 11 min read
Tax DD uncovers hidden liabilities that directly affect purchase price. Covers federal/state compliance, NOLs, Section 382, transfer pricing, and transaction structuring.
Legal DD · 10 min read
Legal DD evaluates material contracts, IP ownership, litigation exposure, employment matters, and regulatory compliance. This checklist covers every area with specific items to investigate.
CFO Guide · 10 min read
The CFO's role in M&A spans QoE validation, NWC negotiation, tax structuring, and integration planning. This playbook covers every financial DD decision point for acquiring-side CFOs.
Financial DD · 9 min read
The EBITDA bridge reconciles reported EBITDA to normalized EBITDA. Every add-back must be validated with evidence — because each dollar of unsupported adjustment multiplied by the deal multiple inflates overpayment.
Sell-Side · 9 min read
Sell-side due diligence prepares the target company for buyer scrutiny — resolving issues before they become price reductions. Covers the vendor DD process, QoE, and data room readiness.
Deal Structuring · 9 min read
Earnouts bridge valuation gaps by tying a portion of the purchase price to post-close performance targets. Covers structure types, common metrics, and negotiation best practices.
Risk Management · 9 min read
R&W insurance transfers post-close risk from the seller's indemnification obligations to a third-party insurer. Covers policy types, premium costs, coverage scope, and exclusions.
Environmental DD · 9 min read
Environmental DD identifies contamination liabilities, regulatory compliance gaps, and ESG risks that can create unlimited post-close exposure. Covers Phase I/II assessments and remediation cost quantification.
Cross-Border M&A · 10 min read
Cross-border M&A adds layers of tax complexity, legal jurisdictional issues, regulatory approvals, and cultural integration challenges. Here is the comprehensive DD framework for international deals.