Helping LPs, banks, PE/VC and industrial tech leaders deal with one reality: AI is compressing cost, delivery and defensibility faster than governance cycles can keep up. Identifying NAV portfolio exposure signals, earnings pressure, covenant risk, board actions. Helping to unlock capacity, margin, remove friction, reallocate effort, lift throughput within the same payroll. Accelerating R&D partnerships + commercial exploitation by compressing concept→prototype→commercialisation and spot under-used funded assets worth moving on.