Insights
Practical guides on AI legal due diligence, M&A data rooms, and building trust into legal AI, for deal teams.
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What is AI legal due diligence?
AI legal due diligence uses AI to review an M&A data room and produce a red-flag report. What it covers, how it works, and where lawyers stay in charge.
Felix Schöneseiffen · 5 min read'/%3e%3crect%20width='440'%20height='260'%20fill='url(%23gl2)'/%3e%3cline%20x1='220'%20y1='42'%20x2='220'%20y2='218'%20stroke='%236f9fd6'%20stroke-width='1.5'%20stroke-dasharray='3%208'%20opacity='0.28'/%3e%3ccircle%20cx='120'%20cy='150'%20r='9'%20fill='none'%20stroke='%237e92cf'%20stroke-width='2'%20opacity='0.42'/%3e%3ccircle%20cx='320'%20cy='112'%20r='9'%20fill='none'%20stroke='%237e92cf'%20stroke-width='2'%20opacity='0.42'/%3e%3cpath%20id='arc2'%20d='M120%20150%20Q220%2064%20320%20112'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='1.4'%20opacity='0.18'/%3e%3ccircle%20r='3.6'%20fill='%235fe0d6'%3e%3canimateMotion%20dur='5s'%20repeatCount='indefinite'%3e%3cmpath%20xlink:href='%23arc2'/%3e%3c/animateMotion%3e%3canimate%20attributeName='opacity'%20values='0;0.9;0.9;0'%20keyTimes='0;0.15;0.85;1'%20dur='5s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3c/svg%3e)
Legal due diligence in cross-border M&A
Why cross-border legal due diligence is harder than domestic, where review quality tends to drop, and how to keep the same depth in every jurisdiction.
Luzius Bill · 5 min read'/%3e%3crect%20width='440'%20height='260'%20fill='url(%23gl3)'/%3e%3cpath%20d='M220%2062%20L280%2082%20L280%20132%20Q280%20176%20220%20198%20Q160%20176%20160%20132%20L160%2082%20Z'%20fill='none'%20stroke='%237e92cf'%20stroke-width='2'%20opacity='0.4'/%3e%3crect%20x='202'%20y='122'%20width='36'%20height='30'%20rx='5'%20fill='none'%20stroke='%239fb2e8'%20stroke-width='2'%20opacity='0.5'/%3e%3cpath%20d='M208%20122%20v-7%20a12%2012%200%200%201%2024%200%20v7'%20fill='none'%20stroke='%239fb2e8'%20stroke-width='2'%20opacity='0.5'/%3e%3ccircle%20cx='220'%20cy='137'%20r='6'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='1.6'%3e%3canimate%20attributeName='r'%20values='6;32'%20dur='3.8s'%20repeatCount='indefinite'/%3e%3canimate%20attributeName='opacity'%20values='0.5;0'%20dur='3.8s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3ccircle%20cx='220'%20cy='137'%20r='3'%20fill='%235fe0d6'%20opacity='0.6'/%3e%3c/svg%3e)
What it takes to run AI on confidential legal data
Data location, retention, model training, confidentiality and certifications. The questions law firms should ask before deal data goes into an AI tool.
Luzius Bill · 6 min read'/%3e%3crect%20width='440'%20height='260'%20fill='url(%23gl4)'/%3e%3cg%20fill='none'%20stroke='%237e92cf'%20stroke-width='2'%20opacity='0.4'%3e%3ccircle%20cx='150'%20cy='96'%20r='10'/%3e%3ccircle%20cx='150'%20cy='132'%20r='10'/%3e%3ccircle%20cx='150'%20cy='168'%20r='10'/%3e%3c/g%3e%3cg%20fill='%239fb2e8'%20opacity='0.22'%3e%3crect%20x='176'%20y='91'%20width='104'%20height='7'%20rx='3.5'/%3e%3crect%20x='176'%20y='127'%20width='86'%20height='7'%20rx='3.5'/%3e%3crect%20x='176'%20y='163'%20width='96'%20height='7'%20rx='3.5'/%3e%3c/g%3e%3cpath%20d='M145%2096%20l3.5%203.5%206.5-7.5'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='2.2'%20stroke-linecap='round'%20stroke-linejoin='round'%20opacity='0'%3e%3canimate%20attributeName='opacity'%20values='0;1;1;0'%20keyTimes='0;0.12;0.92;1'%20dur='5.4s'%20begin='0s'%20repeatCount='indefinite'/%3e%3c/path%3e%3cpath%20d='M145%20132%20l3.5%203.5%206.5-7.5'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='2.2'%20stroke-linecap='round'%20stroke-linejoin='round'%20opacity='0'%3e%3canimate%20attributeName='opacity'%20values='0;1;1;0'%20keyTimes='0;0.12;0.92;1'%20dur='5.4s'%20begin='0.7s'%20repeatCount='indefinite'/%3e%3c/path%3e%3cpath%20d='M145%20168%20l3.5%203.5%206.5-7.5'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='2.2'%20stroke-linecap='round'%20stroke-linejoin='round'%20opacity='0'%3e%3canimate%20attributeName='opacity'%20values='0;1;1;0'%20keyTimes='0;0.12;0.92;1'%20dur='5.4s'%20begin='1.4s'%20repeatCount='indefinite'/%3e%3c/path%3e%3c/svg%3e)
How to evaluate a legal due diligence AI tool
A buyer's checklist for AI legal due diligence tools: output, traceability, reliability, legal depth, data protection and team workflow.
Felix Schöneseiffen · 5 min read'/%3e%3crect%20width='440'%20height='260'%20fill='url(%23gl5)'/%3e%3cg%20stroke='%236f86c4'%20stroke-width='1.4'%20opacity='0.22'%20fill='none'%3e%3cpath%20id='l5a'%20d='M120%2082%20L220%20182'/%3e%3cpath%20id='l5b'%20d='M220%2072%20L220%20182'/%3e%3cpath%20id='l5c'%20d='M320%2082%20L220%20182'/%3e%3c/g%3e%3cg%20fill='none'%20stroke='%237e92cf'%20stroke-width='2'%20opacity='0.4'%3e%3ccircle%20cx='120'%20cy='82'%20r='9'/%3e%3ccircle%20cx='220'%20cy='72'%20r='9'/%3e%3ccircle%20cx='320'%20cy='82'%20r='9'/%3e%3c/g%3e%3ccircle%20cx='220'%20cy='182'%20r='13'%20fill='none'%20stroke='%239fb2e8'%20stroke-width='2'%20opacity='0.5'/%3e%3ccircle%20cx='220'%20cy='182'%20r='3.5'%20fill='%235fe0d6'%20opacity='0.55'/%3e%3ccircle%20cx='220'%20cy='182'%20r='6'%20fill='none'%20stroke='%235fe0d6'%20stroke-width='1.6'%3e%3canimate%20attributeName='r'%20values='6;22'%20dur='3s'%20begin='1.4s'%20repeatCount='indefinite'/%3e%3canimate%20attributeName='opacity'%20values='0.5;0'%20dur='3s'%20begin='1.4s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3ccircle%20r='3.2'%20fill='%235fe0d6'%3e%3canimateMotion%20dur='3s'%20begin='0s'%20repeatCount='indefinite'%3e%3cmpath%20xlink:href='%23l5a'/%3e%3c/animateMotion%3e%3canimate%20attributeName='opacity'%20values='0;0.9;0.9;0'%20keyTimes='0;0.1;0.85;1'%20dur='3s'%20begin='0s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3ccircle%20r='3.2'%20fill='%235fe0d6'%3e%3canimateMotion%20dur='3s'%20begin='0.6s'%20repeatCount='indefinite'%3e%3cmpath%20xlink:href='%23l5b'/%3e%3c/animateMotion%3e%3canimate%20attributeName='opacity'%20values='0;0.9;0.9;0'%20keyTimes='0;0.1;0.85;1'%20dur='3s'%20begin='0.6s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3ccircle%20r='3.2'%20fill='%235fe0d6'%3e%3canimateMotion%20dur='3s'%20begin='1.2s'%20repeatCount='indefinite'%3e%3cmpath%20xlink:href='%23l5c'/%3e%3c/animateMotion%3e%3canimate%20attributeName='opacity'%20values='0;0.9;0.9;0'%20keyTimes='0;0.1;0.85;1'%20dur='3s'%20begin='1.2s'%20repeatCount='indefinite'/%3e%3c/circle%3e%3c/svg%3e)
Reducing hallucination risk in legal AI
What AI hallucinations are, why they matter in legal due diligence, and the design principles that reduce the risk.
Kay Wacker · 4 min readNew insights, now and then.
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