Use cases
Three examples. Hundreds of applications. If your team does it repeatedly, monō can probably run it.
The -1 → 0 → +1 framework shows the path: where work breaks today, where we stabilise it first, and where we take it next.
Expert Amplification
-1 — The problem
A top-tier law firm's growth is capped by headcount. Associates spend 60–70% of their time on work that's necessary but not differentiating — research, first drafts, precedent searches. Every new client means a new hire. The pyramid is the ceiling.
0 — Fix the core
monō automates the core legal workflow: matter intelligence, first-draft generation, conflicts and intake. Associates reclaim 2–3 hours a day. Partners manage more matters without more people. Onboarding drops from days to hours.
The firm hasn't grown revenue yet — but the unit economics of delivery have fundamentally changed.
+1 — Unlock growth
Freed capacity becomes a growth engine. BD pipeline intelligence surfaces warm opportunities. Proposals generate in minutes, not days. Partners convert headroom into new business.
The experts became the growth motion, augmented.
Process Intelligence
-1 — The problem
A non-bank lender processes thousands of home loans monthly. 40% of applications arrive incomplete. Credit analysts spend half their time retrieving information, not making decisions. SLAs are missed 20–30% of the time. .
0 — Fix the core
monō maps and automates the end-to-end origination workflow: application validation at lodgement, automated document extraction, pre-assessed credit summaries, and audit-ready compliance documentation. Incomplete applications drop below 10%. SLA compliance hits 90%+.
Humans are still in the loop — but only where humans add value.
+1 — Unlock growth
Clean process data becomes a predictive asset. Portfolio risk intelligence flags early warnings before arrears surface. Broker performance analytics drive smarter volume allocation. Forecasting models predict demand 4–8 weeks ahead.
The workflow that used to create chaos now creates intelligence.
Organisational Intelligence
-1 — The problem
A mid-market PE firm's competitive edge is judgment — but its knowledge infrastructure is fragile. Investment theses live across scattered drives and inboxes. Onboarding takes 4 months. A decade of deal history and market intuition sits in the heads of two senior partners, one planning to step back.
The firm's knowledge is its advantage. That advantage is entirely non-transferable.
0 — Fix the core
monō connects the firm's entire knowledge base — IC memos, deal screens, board packs, thesis documents — into a unified, queryable system. Any investment professional can ask: "What was our thesis on industrial services in 2022?" and get a sourced answer in seconds. New joiners are productive in 6 weeks, not 16.
The senior partners' knowledge is now encoded. The succession risk is materially reduced.
+1 — Unlock growth
Connected knowledge becomes proactive. Daily intelligence briefs synthesise portfolio signals, pipeline updates, and action items before the partner sits down. LP reporting is 80% pre-drafted. Proprietary deal flow surfaces from signal detection — before opportunities hit the broker market.
The firm's memory stopped waiting to be asked.
Ready to explore?
