When AI Models Debate Your Deals, Nothing Gets Past Them
Roundtable puts ChatGPT, Claude, Gemini, and Grok in the same room — each assigned a role on your deal team. They challenge each other's assumptions, catch errors, and converge on a structured brief. What takes associates 3 days takes your AI board 10 minutes.
One Conversation. Zero Blind Spots.
Unlike single-model AI, Roundtable runs multiple models in parallel — and they can see and respond to each other.
Debating
Models surface genuine disagreements and explain why they see things differently.
Analyzing
Models examine from different angles, challenging each other's framings.
Brainstorming
Models spark off each other's ideas, building and branching in real-time.
Problem Solving
Models build on each other's proposals toward actionable recommendations.
You choose the mode. You assign the roles. The models do the rest — and a Council Moderator synthesizes the consensus at the end.
M&A Screening Is Stuck in the Stone Age
Here's one problem Roundtable is uniquely suited to solve. Sourcing tools find thousands of targets. Diligence tools manage the deep dive. But the critical screening phase in between? Entirely manual.
Sourcing
Grata, PitchBook, Axial
Screening
Manual. 80 deals → 1 close.
Diligence
Datasite, Kira, DealRoom
80 deals evaluated per 1 closed.
Hundreds of associate hours spent on deals that are mostly "No." Each screening takes 2-4 hours — and 79 out of 80 go nowhere.
Built for Deal Teams Under Pressure
Whether you evaluate 20 or 200 deals per quarter, the bottleneck is the same: too many CIMs, too few hours, and zero margin for error.
PE Associates & VPs
Screen 80+ deals/quarter. By deal #50, fatigue sets in and hidden gems get missed.
Reviewer fatigue on high-volume pipelinesInvestment Banks (M&A Advisory)
Evaluate targets across buy-side and sell-side mandates. Speed to LOI wins the auction.
Competitive auction speed pressureCorporate Development Teams
Strategic buyers need screening mapped to internal thesis criteria. Generic summaries miss strategic fit.
Thesis alignment across diverse pipelinesM&A Advisors & Boutiques
Smaller teams need to punch above their weight. AI deal team gives screening capacity of a firm 10× your size.
Limited associate bandwidthWhy Pasting a CIM into ChatGPT Doesn't Work
Generic AI can summarize. But M&A screening demands nuance, precision, and cross-document reasoning that a single model cannot deliver.
No Industry Nuance
Single model doesn't know 40% customer concentration is catastrophic in manufacturing but acceptable in enterprise SaaS. Context-free analysis creates false confidence.
Hallucination Creates Liability
Hallucinated EBITDA margin or fabricated covenant doesn't just waste time — creates real liability when it reaches the investment committee.
Single-Document Blindness
Screening requires cross-referencing CIMs, financials, legal agreements, market data. A clause innocuous in isolation may be material risk against regulatory filings.
Roundtable fixes this. When multiple models analyze the same deal from different perspectives — and challenge each other — hallucinations get caught, nuance survives, and nothing gets past you.
Multiple Models Catch What One Misses
A single AI gives you a summary. But when multiple models analyze the same deal from different perspectives — and challenge each other — hallucinations get caught, blind spots get exposed, and nuance survives.
Cross-Checking Kills Hallucinations
When the Financial Analyst model cites an EBITDA margin, the Legal Counsel model can question the source. Errors don't survive cross-examination.
Different Lenses, Full Picture
A 40% customer concentration means catastrophe in manufacturing but is acceptable in enterprise SaaS. A single model doesn't know the difference — but a debate surfaces it.
Context Through Conversation
CIMs, financials, legal agreements, and market data need cross-referencing. When models respond to each other, they naturally connect dots across documents.
Assign Roles. Start the Debate.
In Roundtable, you pick the AI models and assign each one a role — just like staffing a real deal team. Here's a setup PE teams use for screening:
Financial Analyst
ClaudeEBITDA quality, revenue decomposition, working capital analysis, and financial model stress-testing.
Legal Counsel
GPT-4Change-of-control clauses, IP ownership, litigation exposure, and consent requirements.
Strategic Advisor
GeminiMarket positioning, thesis alignment, competitive moat assessment, and synergy identification.
Risk Assessor
GrokESG exposure, regulatory risk, key-person dependencies, and concentration vulnerabilities.
M&A Advisory
Financial analysis, legal risk assessment, strategic fit evaluation, and risk scoring for M&A deal screening.
VC Due Diligence
Startup evaluation, market sizing, technical assessment, and risk analysis for venture capital due diligence.
Strategic Planning
Long-term positioning, competitive moat assessment, growth planning, and synthesis across strategic dimensions.
Legal Analysis
Contract review, regulatory compliance, IP exposure, and liability assessment across legal domains.
3 Days of Work → 10 Minutes of AI Debate
From CIM upload to structured deal brief.
- 1Download CIM (30 min)
- 2Read 80-120 page PDF (2-3 hours)
- 3Build Excel model (3-4 hours)
- 4Draft Word memo (2-3 hours)
- 5Associate/VP review (1-2 days)
- 1Upload CIM and supporting docs
- 2AI models analyze in parallel — and debate findings
- 3Council Moderator synthesizes consensus and flags disagreements
- 4You review the brief and decide go/no-go
The Smartest Firms Are Already Moving to Multi-Agent AI
AI adoption for M&A has more than doubled. The firms that deploy AI-assisted screening first will see every deal their competitors miss.
45%
of M&A practitioners now use AI in their workflow
Bain & Company, 2025
60%+
of PE firms actively adopting AI for deal screening
Deloitte / Bain survey
50–60%
of initial screening tasks can be automated with AI
McKinsey estimate
BlackRock and JPMorgan have already integrated multi-agent AI into their investment analysis workflows.
"This is not sci-fi; it is the immediate future of the asset class."
A Team That Never Gets Tired
The same rigor on the last deal of the quarter as the first.
Total Coverage
Screen 100% of your pipeline. When 4 models work in parallel, no deal gets skipped because someone ran out of time.
Speed to LOI
Move to Letter of Intent before competitors finish reading the PDF. AI debate produces structured briefs in minutes.
Consistency
No reviewer fatigue. No Friday afternoon shortcuts. Every deal gets the same multi-perspective analysis.
Built for High-Stakes Decisions
Roundtable is designed for confidential, high-stakes analysis — whether that's M&A deals, legal disputes, or strategic planning.
Full Traceability
Every insight links to the model that produced it and the reasoning behind it. No black-box recommendations.
Your Data Stays Yours
Your data stays private. API traffic is excluded from model training by our providers. All infrastructure runs on Cloudflare's encrypted global network.
Human-in-the-Loop
AI is the advisor. You're the decision-maker. Roundtable accelerates your judgment — it doesn't replace it.
Frequently Asked Questions
Your AI Board of Directors Is Ready
Assign the roles. Pick the models. Ask the hard questions. Whether it's deal screening, strategy, or any decision that deserves more than one perspective — Roundtable makes sure nothing gets past you.