Battery Swapping Sector: End-to-End Investment Research Note

Aayush took on the battery swapping research note with a clear mandate: understand the industry and prepare a structured investment-focused output that could support deal decisions. The sector was relatively new territory, and the available data was fragmented and often contradictory.

He started by mapping the battery ecosystem from first principles. He researched market size, business models, industry trends, government regulations, and the competitive landscape, drawing on industry reports, company websites, and government sources. The challenge was not a lack of data but too much of it, with sources ranging from optimistic projections to reports highlighting serious risks like battery degradation and infrastructure standardization costs.

Rather than defaulting to the most optimistic view, Aayush compared multiple industry reports and company announcements, looking for common threads across sources. Where sources conflicted, he used Claude to synthesize what each article was actually saying, and Notebook LLM to visualize the content of key documents, helping him see patterns across the material before structuring his output.

He organized his findings into a structured investment note covering the ecosystem overview, market sizing, key trends, regulatory environment, competitive landscape, and his own analytical conclusion. He submitted a draft, invited feedback from his senior, and incorporated revisions before finalizing.

The trickiest part was forming a reliable conclusion from conflicting data. Some reports were bullish on battery swapping's growth trajectory; others flagged real structural risks. His resolution was to anchor his conclusion on the patterns that appeared consistently across sources, rather than on any single report's framing.