Two early-stage investment funds, one private equity and one venture capital, were seeing deal flow grow faster than their analysts could keep up.
Research or analysis produced by hand that could be systematized
26 companies have fixed this with AI, most of them in Financial Services, Professional Services and Real Estate. 6 of the 11 that disclosed a timeline were live inside two months; the longest took 2–4 months. One disclosed cost: $25K – $100K. Built mostly as data synthesis & reporting, decision support & scoring and generative design & content, on Claude (Anthropic), OpenAI / ChatGPT / GPT and Google Gemini. 13 builders in the Pluris network have done it.
Solutions
26 on fileAxia Partners underwrites RV park and outdoor hospitality acquisitions, and a full comparable analysis took 80 analyst hours per park, roughly three weeks of elapsed.
Superintelligent needed to scale agent-readiness audits, consulting-style interviews that identify where AI agents could impact large enterprises.
The platform traditionally relied on senior analysts responding reactively to client questions.
Walmart needed to accelerate its product development and trend-to-launch timeline while maintaining the quality of its internal innovation and product-creation processes.
Ontex's product innovation decision-making was slow, with R&D and market testing taking weeks to validate new packaging and product concepts.
Chiesi needed to accelerate early-stage innovation and strategy development across two priority disease areas while maintaining strategic focus.
A Midwest industrial business needed to prepare for sale and attract qualified buyers but lacked institutional-grade financials and a compelling equity story.
An early-stage AI co-pilot startup needed to sharpen its business model, optimize pricing, and build a capital-raise narrative grounded in usage-based economics and.
A fast-growing D2C wellness brand lacked clarity on unit economics and pricing, operating without visibility into true profitability across products and customer.
A PE sponsor needed to underwrite a complex carve-out from a global financial institution on a compressed timeline, evaluating many capital-structure options and.
The energy company's existing innovation processes relied on manual, time-intensive research that constrained how quickly the team could investigate and advance new.
As a corporate venture builder, a2A needed to explore and validate a large volume of venture ideas, and manual research limited how many concepts it could pursue and how.
The insurer's innovation team faced heavy manual research and analysis when exploring and validating new venture concepts.
The family office had limited buyer identification and relied on multiple leading banks that still surfaced an incomplete set of qualified buyers.
The firm needed geo-specific services investment themes prepared ahead of each deal sprint, research-intensive work when done manually across fragmented private-market.
A $1B+ global market research firm needed scalable, personalized content production across its operations.
Producing quarterly market reports was a major bottleneck.
TCC's development teams often reviewed dozens of sites at a time to find the best option, a manual, time-consuming process typically requiring outside consultant.
HKS's static planning documents took ~5 months to produce and were often outdated by delivery in a fast-changing downtown.
Traditionally an architect makes a plan, sends it to a cost estimator, and the revenue side is evaluated separately, a slow, siloed sequence.
Government agencies used inconsistent, broadly manual, inflexible methods for land-use analysis, individual searches across distinct databases, often outsourced to.
A global research and insights business produced flagship thought-leadership reports that were long, data-rich, and fully designed, often 30 or more pages.
Nonfiction TV producers and documentary filmmakers face a structurally slow development process, pitching a new season requires weeks of research, story sourcing, and.
Sourced By, a luxury product sourcing business built around celebrity stylist Gab Waller, was scaling faster than its research process could support.
A VP of Marketing at a large enterprise had a known problem: marketing leads weren't converting to sales.