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Insights from Arvya
Industry perspectives, deal management insights, and the future of AI in investment banking and private equity.
Stop Buying AI Strategy. Deploy One Workflow in 30 Days.
Most AI engagements start with a strategy deck and end with a stalled pilot. The alternative: pick one painful workflow, connect the systems it already runs on, put a human in the review loop, and measure the time saved. Then repeat.
The AI Enablement Hire Can't Do It Alone
PE firms are hiring Heads of AI, AI enablement associates, and forward-deployed engineers for their portfolios. One person can identify the opportunities. Mapping workflows, integrating messy systems, driving adoption, and measuring ROI across ten companies is a different job.
AI Readiness Is Becoming a Diligence Question
Buyers have stopped asking 'do you use AI?' and started asking 'what has AI actually changed in this business?' Sellers who can point to deployed workflows, measured time savings, and clean data will defend their multiple. Sellers with a slide of pilots will not.
Wealth Firms Bought the AI Platform. Advisors Still Aren't Using It.
The wealth industry is rolling out AI platforms at record pace — meeting intelligence, agentic planning tools, advisor copilots. The platforms are not the hard part anymore. Adoption is. AI only sticks when it lives inside the workflows advisors already run.
The Boutique Bank AI Stack: Doing More With Five Analysts
Bulge brackets are building agentic workflows with frontier labs. Boutique and middle-market advisory teams can't match that spend — but they don't need to. The work that eats analyst hours is exactly the work AI handles well, if it's wired into the firm's real sources.
Why Your CRM Is Already Wrong: The Data Trust Problem in Private Markets
Ninety percent of firms call the CRM the cornerstone of their operations. Seventy-six percent say less than half of its data is accurate. That gap is not a discipline problem. It is a design problem.
Copilot Can't Run Your Deal: Why Generic AI Stalls on Live Mandates
Enterprises are buying AI copilots at record pace and struggling to find the return. The problem was never fluency. In deal work, the binding constraint is trust.
The 18% Problem: How AI Is Changing Deal Sourcing in Private Equity
The average PE firm sees less than a fifth of the deals in its universe. AI is exposing the real bottleneck in origination — and it was never analyst horsepower.
The Production Gap: AI Won Dealmaking, but Agents Keep Dying Before They Ship
AI adoption in M&A has crossed the tipping point — 86% of deal teams now use generative AI. Yet most agents never reach production. The bottleneck isn't the model anymore. It is trust.
The Work Around Judgment: Where AI Actually Fits in Private Markets
Private markets do not run on memos alone. The real operating history lives in prior deals, diligence calls, buyer pushback, assumption drift, and partner memory. That is where AI becomes useful first.
Why Context, Not the Model, Is the Real Product in AI for Investment Banking
Every team building AI for real companies is racing to solve the same problem: context. In investment banking and private equity, where deal information is scattered across seven different systems, context is the difference between an agent that guesses and an agent that actually helps.
How AI Is Reshaping the Investment Banking Analyst Role in 2026
From building models cell by cell to reviewing AI-generated outputs, the analyst role is transforming faster than any other position in finance. Here is what that means for banks, careers, and deal teams.
7 Best Deal Management Platforms for Investment Banks and PE Firms in 2026
A detailed comparison of the top deal management and CRM platforms built for investment banks, private equity firms, and advisory teams. Features, pricing tiers, and what actually matters for deal teams.
The Hidden Cost of Managing Deal Flow in Spreadsheets
Spreadsheets have been the default operating system for deal teams for decades. But in a market where deal volume hit $4.9 trillion in 2025, the hidden costs of spreadsheet-based workflows are becoming impossible to ignore.
Why Private Equity Firms Are Abandoning Generic CRMs in 2026
After years of failed Salesforce rollouts and single-digit adoption rates, PE firms are making a decisive shift toward purpose-built deal intelligence platforms. Here is what is driving the change.
AI Just Proved It Can Run M&A Deals. Here's What That Means for Your Firm.
An AI-native bank just closed $91M in deals with 2 bankers and a single AI agent. Your firm doesn't need to become an engineering company to get the same edge — but waiting is no longer an option.
Your Deal Team Runs on Open Loops. Here's What That's Costing You.
Outreach goes out, responses scatter across inboxes, status gets manually rebuilt every Monday. Most deal teams run open loop. The firms closing the loop are building an advantage that compounds with every deal.
Which Investment Banks Will Win the AI Era?
The deal process was designed in the 1980s. Most firms have digitized it without redesigning it. The banks that rethink every workflow from first principles will define the next era of dealmaking.