Soal Labs began with a co-design phase — sitting with the firm's deal team to map the actual workflow before writing a single line of code. That sequencing mattered: the resulting application addressed real friction points rather than theoretical ones. The core build integrated directly with Microsoft Dynamics, iLevel, and SharePoint — the three systems the team already used — eliminating redundant data entry and the version-control chaos that came with it. AI was layered in at each high-friction step: incoming CIMs are parsed automatically and used to populate the deal record; investment memos are generated from a prompt rather than built from scratch; portfolio company handoff documentation is produced automatically; quarterly LP reporting runs without delay. The full engagement ran approximately 4–6 months. By the end, deal volume had increased 50 percent, document production time dropped 70 percent, and LP reporting arrived on time consistently — all without adding headcount.