Claude

You want to judge quickly whether a company deserves deeper research, but do not know where to start or when you have enough.

A DCF model takes half a day to build, every assumption change forces a rebuild, and the sensitivity table is manual hell.

A pitch book means template-wrangling, number-filling, and alignment — two or three all-nighters spent mostly on layout.

Manually refreshing HKEX filings and broker notes daily — 90% of the time just confirming nothing changed.

An hour-long call still needs write-up afterwards, and shifts in management wording are easy to miss.

Reported profit looks great while cash flow disagrees — nearly impossible to spot by hand across dozens of pages.

AI conclusions look professional, but the numbers may be invented — and the cost of being wrong is severe.

Output cannot keep up with channel demand, every piece starts from scratch, and the style drifts.

Nobody writes up the meeting, action items go untracked, and the next meeting rehashes the same points.

Hundreds of resumes per role — screening is slow, standards drift, and bias creeps in.

Reading contracts page by page for key clauses is slow, and non-lawyers miss risk points.

Competitors quietly change prices or ship features, and by the time you notice a batch of customers is gone.

Outreach emails are generic and get low reply rates, yet researching each prospect properly takes too long.