10 hours a week, per employee
Inside a fintech scale-up's agent deployment across investment workflows — due diligence, investor comms, and reporting drafted from the firm's own data.
22 APRIL 2026 · 2 MIN READ
A fintech scale-up runs on a small number of expensive hours. Investment teams are paid for judgment — evaluating deals, allocating capital, advising clients. What their calendars actually showed was something else: assembling documents.
The starting point
Across the firm, the same shapes of work repeated:
- Due diligence — reading data rooms and public sources, extracting what matters, writing it up.
- Investor communications — updates and memos rebuilt each cycle from numbers that lived in five systems.
- Performance reporting — qualitative summaries drafted by hand from quantitative data every quarter.
Each is judgment work wrapped in hours of retrieval and drafting. The judgment can’t be delegated. The wrapping can.
What was deployed
Agents grounded in the firm’s own data — deal history, financials, prior memos — deployed inside the workflows the team already ran:
Diligence synthesis. The agent reads the data room, surfaces liabilities, and produces a first-pass summary with sources cited, so the analyst starts from a draft instead of a folder.
Drafted comms. Investor updates and memos generated from the firm’s current numbers and precedent documents — on the firm’s templates, in the firm’s voice.
Qualitative reporting. Trends extracted and themes synthesized from the quarter’s data, turned into a reviewable draft.
No training on the firm’s data. Every draft traceable to its sources. Analysts review and decide; agents retrieve and draft.
What was measured
“A week of work, done in four hours.” — CFO, fintech scale-up
Measured across the deployment: 10 hours saved per week, per employee. A quarter of a working week, returned — not by working faster, but by removing the retrieval-and-drafting layer that sat under the real work.
Why it worked
The deployment followed three rules that repeat across every successful ALIF engagement:
- Start where the hours are. Diligence and reporting were measured time sinks — not guesses.
- Ground everything. Cited drafts got trusted, and trust drove adoption. Unverifiable output dies in review.
- Fit the existing process. The agents produced drafts in the tools and templates the team already used. Nothing new to learn meant nothing to abandon.
Ten hours a week is not an efficiency statistic. It’s a different job description — the one the team was hired for.
