Blog
Insights from Arvya
Industry perspectives, deal management insights, and the future of AI in investment banking and private equity.
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.