The challenge What wasn’t working
VC teams were drowning in inbound decks across inboxes and shared drives — duplicate work, slow triage and no single intelligence trail. Analysts spent hours copying founder data into trackers while partners waited on judgment-ready summaries. We were engaged to turn deal intake into a production pipeline with clear failure modes, not another fragile chatbot prototype.
What we built Our answer
We built NestJS microservices with GPT-4 document analysis, Gmail/Drive OAuth flows, PDF/DOCX/PPTX parsing, web intelligence (SERP/Apify) and structured JSON outputs with webhooks for downstream tools. Every stage logs what ran and what failed so the firm can audit the trail. Dockerised services keep intake, enrichment and delivery modular as deal volume grows.