When Ashwar Gupta was working as a Quantitative Researcher at a US-based hedge fund, he witnessed firsthand how some of the world’s most sophisticated investors made decisions. Every investment was backed by structured research, high-quality financial data, and carefully designed systems—not emotions, market rumours, or social media chatter.
But every time he spoke to friends and family back home in India about investing, he noticed a completely different reality.
Many retail investors were relying on WhatsApp forwards, Telegram groups, YouTube influencers, and gut instinct to decide where to put their money. The gap between institutional investors and everyday investors wasn’t just about capital—it was about access to the right tools and disciplined decision-making.
That realization eventually led him to leave a promising career and build Kalpi, a fintech startup with an ambitious mission: to make institutional-grade investing accessible to every Indian.
Where Technology Meets Finance
Ashwar’s journey has always been driven by curiosity. An engineering graduate from BITS Pilani, he began his career building machine learning solutions for a German startup. While technology fascinated him, investing gradually became an equally strong passion.
Determined to understand finance at a deeper level, he pursued the CFA Program and cleared all three levels on his very first attempt. The combination of engineering, artificial intelligence, and financial analysis would later become the foundation of Kalpi.
His experience at a quantitative hedge fund further strengthened one belief: successful investing isn’t about predicting the market—it’s about following a repeatable process.
Information Isn’t the Problem—Decision Making Is
Today, investors have access to more information than ever before. Financial news is available instantly, market opinions flood social media every minute, and thousands of experts share stock recommendations daily.
Yet Ashwar believes that information alone rarely leads to better investing.
“The real challenge is not finding information,” he explains. “It’s knowing how to convert that information into disciplined investment decisions.”
Professional investors don’t buy a company simply because someone recommends it. They follow predefined frameworks, evaluate financial metrics, diversify risk, and stick to systematic processes regardless of market emotions.
Retail investors, however, often lack access to these structured workflows.
Kalpi was designed to bridge exactly that gap.
Bringing Quant Investing to Everyone
Quantitative investing has traditionally been associated with hedge funds, investment banks, and large financial institutions. It often requires expensive datasets, complex programming skills, and advanced analytical software.
Kalpi is attempting to change that perception.
Instead of asking users to write code or understand complex financial models, the platform allows investors to build sophisticated investment strategies through an intuitive no-code interface. Whether someone is investing for the first time or managing an experienced portfolio, they can create rule-based investment strategies using simple drag-and-drop workflows.
For beginners, ready-made templates simplify the process. More experienced investors can build customized portfolios by defining screening rules, allocation strategies, portfolio weights, and rebalancing schedules.
The objective isn’t to replace human judgment but to help investors make decisions based on data rather than emotions.
Building AI That Investors Can Trust
Artificial Intelligence has become one of the biggest buzzwords in finance, but Ashwar believes not every AI system is built equally.
Rather than generating generic financial answers, Kalpi’s AI works on verified financial datasets and analytical models. Before offering insights, it analyses company fundamentals, portfolio diversification, valuation metrics, historical performance, and multiple proprietary indicators.
Different AI agents perform specialized tasks—from stock research to portfolio analysis and risk evaluation—making the recommendations more transparent and explainable.
For a sector where trust matters as much as technology, Ashwar sees reliability as Kalpi’s biggest differentiator.
Building a Fintech Company Isn’t Just About Writing Code
Behind the technology lies a far more complex challenge.
Creating a reliable financial platform required building robust data infrastructure from the ground up. High-quality financial data is expensive, fragmented, and often inconsistent, making data validation one of the company’s biggest priorities.
Regulation presented another hurdle.
Since products like Kalpi’s Portfolio Analyzer interact with users’ financial information, the company had to work closely with regulated ecosystem participants while ensuring complete compliance with evolving financial guidelines.
For Ashwar, innovation only matters if users can trust every calculation and recommendation the platform delivers.
Changing Investing Habits, Not Just Building Software
Ashwar is convinced that technology alone cannot transform investing behaviour.
That’s why Kalpi has invested heavily in investor education through webinars, workshops, and an active community where users discuss strategies and learn from one another.
Its Rule-Based Basket Builder encourages investors to create disciplined portfolios, automate tracking, receive alerts, and rebalance investments based on predefined conditions instead of reacting to short-term market movements.
The larger goal is to help investors build long-term habits rather than chase short-term returns.
A Vote of Confidence from Rainmatter
Kalpi recently achieved a major milestone by securing seed funding from Rainmatter, Zerodha’s investment initiative focused on fintech innovation.
For Ashwar, the investment represents much more than fresh capital.
It signals confidence from one of India’s most respected names in investing that rule-based investing has the potential to reshape how retail investors participate in financial markets.
The funding will support hiring across engineering and AI teams, strengthen Kalpi’s financial data infrastructure, expand into additional asset classes, and accelerate investor education initiatives across the country.
Bridging Two Worlds
Interestingly, Kalpi operates in both institutional and retail markets.
While KalpiQuant builds advanced infrastructure for hedge funds, wealth managers, brokers, and investment advisors, Kalpi.ai makes many of those same capabilities available to individual investors through a simplified interface.
Ashwar doesn’t see the two businesses as separate.
Institutional clients push the company to build world-class infrastructure, while retail investors constantly challenge the team to make sophisticated investing simple enough for anyone to use.
That balance, he believes, keeps the company grounded.
Looking Ahead
Ashwar believes India’s wealth-tech ecosystem is entering a transformative phase.
He expects financial data to become increasingly accessible, AI to fundamentally change investment research, and personalized investing to replace one-size-fits-all advice. Better financial infrastructure and broker integrations, he says, will also make investing far more seamless over the coming years.
But perhaps the biggest shift he foresees is behavioural.
Instead of chasing the next stock tip or market rumour, investors will increasingly adopt repeatable, rule-based processes that prioritize consistency over speculation.
More Than an Investing Platform
One conversation with a customer continues to stay with Ashwar.
The investor explained that before using Kalpi, he had to juggle multiple platforms for stock screening, portfolio analysis, spreadsheets, trade execution, and performance tracking.
After switching to Kalpi, everything—from research to portfolio monitoring—could be managed in one place.
What stood out most wasn’t the convenience.
The customer simply told him, “For the first time, I feel like I have a system instead of just opinions.”
For Ashwar, that single sentence captures Kalpi’s purpose better than any business metric.
At a time when investing is becoming increasingly accessible, Kalpi isn’t just building another fintech platform. It is trying to help millions of Indians become more thoughtful, disciplined, and confident investors—one informed decision at a time.
Interview By: Arushi Agarwal
