Precision at the Core: How Panvira Builds Its Research Foundation with LinqAlpha
“What stood out with LinqAlpha was the precision. Instead of sorting through filings and announcements ourselves, we get exactly the information we need, instantly. That accuracy - combined with the flexibility of their APIs - lets us build the research stack we always wanted.”
- Sagnik Dey, Analyst
About Panvira
Panvira is a newly launched, India-focused investment firm founded by Vaibhav Singh (formerly Coatue) and Akhil Chainwala. Built around a public-markets strategy centered on India’s rapidly expanding technology landscape, the team brings a global investing pedigree into a market entering one of its most dynamic phases.
India’s tech listings, earlier IPO cycles, and fast-paced information environment create a unique research challenge - one defined not by scarcity, but by volume, velocity, and linguistic breadth. For Panvira, building a modern investment firm meant building a modern research foundation from day one.
Building for Analysts Working at New Frontiers
India’s public markets are evolving quickly. Tech companies list earlier than their global peers. Disclosures arrive from multiple exchanges and regulatory bodies. Sector news cycles turn over in hours. And while English remains the dominant language in corporate filings, valuable insights often appear across Hindi and regional-language sources.
For research-driven funds like Panvira, the bottleneck was clear:
the difficulty wasn’t finding information - it was making sense of it fast enough to drive investment decisions.
Analysts were spending hours moving between PDFs, exchange websites, circulars, investor presentations, and scanned attachments. The fragmentation wasn’t a hindrance; it was simply a reality of a diverse and fast-growing ecosystem. But keeping pace required an engine capable of understanding all of it with the precision of an experienced sector analyst.
Panvira needed a partner who could deliver:
• High precision and recall across India-specific documents
• Support for multi-format disclosures, including scans
• Cross-language understanding
• Speed that matched market movement
• And the ability to integrate directly into their own internal tools
This is where LinqAlpha fit naturally.
From Platform to API: Letting Panvira Build Their Own Stack
Panvira first began using LinqAlpha’s Basic Search in parallel with their early research efforts. What stood out immediately was precision - the ability to type a natural-language question and receive exactly the right paragraph, table, or disclosure snippet without sifting through irrelevant noise.
In a market where filings can range from polished PDFs to scanned attachments, and where critical commentary may appear in Hindi or other regional languages, this level of precision was transformative. What once required hours of manual review compressed into minutes. What once added another day of research time became a single search.
As the team began mapping out their long-term workflow, another requirement came into focus: they didn’t want a terminal. They wanted an engine they could build on top of.
With LinqAlpha’s Search API and Deep Research API, Panvira embedded our intelligence layer directly into their internal systems. Analysts now generate primers, trigger deep dives, extract tables, run comparisons, and process disclosures - all from within their own research environment.
This reflects a broader shift among next-generation funds: own the workflow; embed the intelligence.
LinqAlpha handles ingestion, parsing, OCR, multilingual interpretation, and high-precision retrieval for finance specific use cases. Panvira designs the frontend experience that matches their investment process. The result is a scalable, India-ready research infrastructure that grows with the firm.
Supporting India’s Most Exciting Investment Decade
With LinqAlpha integrated across their workflow, Panvira’s analysts now operate with the leverage of a much larger research organization. Routine search and document review compress from hours to minutes. Precision reduces blind spots. API-driven workflows eliminate context switching. And the team can focus entirely on the deep, high-conviction analysis required to invest in India’s next wave of technology leaders.
LinqAlpha is proud to support Panvira as they build for this new era.
Whether through platform capabilities or embedded API integrations, our mission remains the same: to provide India-focused investors with clarity, speed, and confidence - powered by an intelligence layer built for the markets they operate in.