AI in Finance, Human Judgment in Control: Key Takeaways from NXT Conclave 2026
At the NXT Conclave 2026 in Bharat Mandapam, industry leaders aligned on a clear message: AI will change how finance operates, but human judgment will still drive investment decisions. The panel featured Ameya Prabhu (NAFA Capital), Amar Shah (Bank of America), and Bipin Babu (GrowQR AI), moderated by Dr. Namit Cholisi (Tend Health).
India: The current growth story
Amar Shah set the tone: "India is not the next growth story - it is the current growth story." He noted that India has historically contributed significantly to global output and is regaining that position. With life sciences, agriculture, defence, and AI all set for expansion, the opportunity set is broad and getting wider.
Finance as the engine - safer, broader, and cross-border
Shah underscored that finance is the economy's "lifeblood," and it must stay ahead of emerging risks. He argued markets are safer after 2008 due to stronger regulation, which has also enabled deeper cross-border flows and more diverse products.
For context on post-crisis reforms, see the BIS overview of Basel III. Strong rules matter, but as Shah put it, "Good laws matter, but enforcement matters even more." In India, consistent enforcement and transparent reporting standards are key signals for global allocators; see SEBI's mandate.
AI as an amplifier, not a replacement
According to Bipin Babu, AI should be treated as a tool that strengthens human capability. Automation can take over heavy analytical work so investors can focus on judgment, context, and strategy.
He also noted AI is leveling access. Sophisticated analytics that once required large teams are now within reach for smaller firms and individual traders. "The same analysis that required large teams earlier can now be done through AI tools." The edge shifts from information hoarding to decision quality.
Jobs: disruption, then creation
Concerns about automation were addressed head-on. The panel pointed out that every major tech shift disrupts roles, then creates new ones. Ameya Prabhu cited fears around computerisation in banking that eventually produced significant job growth in tech and financial services.
What separates durable investors today is less about access to data and more about temperament and experience. As Prabhu put it, "Markets test investors over time. Temperament and experience matter more than access to knowledge today."
What global capital expects from India
For sustained inflows, consistency beats headlines. Shah emphasized that predictable enforcement, clean disclosures, and credible regulation help global investors compare opportunities across markets. The message: maintain standards, and capital will follow.
Practical moves for finance teams
- Pair AI analytics with human review: use models for screening, anomaly detection, and scenario testing; reserve final calls for the investment committee.
- Codify governance: document model risk checks, data lineage, and override rules. Regulators and LPs will ask.
- Exploit the access shift: small teams can run institutional-grade workflows with off-the-shelf AI. Focus on process design and KPIs, not headcount.
- Develop "investor temperament" as a skill: train teams on cycle awareness, drawdown management, and decision hygiene under stress.
- Prepare for diligence: align reporting standards, audit trails, and compliance automation to attract cross-border mandates.
Bottom line
AI will raise the bar for speed and coverage, but it won't replace conviction, context, or accountability. The firms that win will blend disciplined human judgment with well-governed AI systems-and operate to regulatory standards global capital trusts.
For practical tools, case studies, and workflows, explore AI for Finance.
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