Operations

38/990 → 13/570; -1.56 percentage points of formation share.

The label "Operations" now mostly names a vertical rather than a function: instead of generic workflow tools, the batches cluster around specific regulated or physically messy industries, private jet fleets at Gander, skilled nursing billing at Morphik, distributor procurement at SalesPatriot and Paragon, fraud teams at fintechs and banks via Socratix AI. That specialization is what makes the formation's slowdown to 0.59x notable next to the formations it feeds into: Customer Support at 7.24x and Customer Success at 4.76x are accelerating while the back-office layer coordinating the actual work behind those conversations cools. Part of the gap shows up in the handoff and exception problems still unsolved across this group, where scope, schedules, and liability move between designers, contractors, suppliers, and operators through inconsistent records, and where disruptions get patched over with calls and spreadsheets rather than systems. Companies like Rulebase and Cifrato are essentially building the QA and reconciliation layer that makes those handoffs auditable, which suggests the category is consolidating around fewer, deeper bets in operationally complex industries rather than spreading across generic back-office use cases. The timing tracks with the move from chat-style AI assistants to agents capable of executing multi-step workflows against ERPs, POS systems, and compliance rules, a shift that only became practical through 2024 as tool-use and longer-context models matured enough to be trusted with invoicing, dispatch, and regulated communications. What's left in this slower-growing formation looks like the harder, more specific version of what "operations" used to mean.

No comparable outside activity is connected yet.

These share a word with “Operations” but are tracked as separate categories. The real overlap below is the actual share of Operations’s companies also found in that category — not a guess.