From Personal Agent to Team Workspace
Filip Kozera, CEO of Wordware, on the rise of vibe doing
This go to market works only if the product becomes part of a person’s daily work before IT ever runs a buying process. A founder or operator starts by using the agent alone, connects Gmail, Slack, Notion, or a calendar, pays with a company card, and only later brings teammates in once the agent already knows meetings, writing style, recurring tasks, and internal context. That turns personal habit into an account expansion path.
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The contrast with Glean is concrete. Glean sells to larger companies through admin led deployments, permissioned connectors, and contracts that often start above $100K per year. Prosumer agents instead win one user at a time, then add shared spaces, permissions, and team workflows after usage already exists.
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The contrast with Manus is about job shape. Manus proved there is demand for one off prompt driven agent work, reaching $90M annualized revenue by August 2025. The next wave is trying to own ongoing knowledge work where the value is not one answer, but remembering preferences, files, people, and unfinished tasks across weeks.
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Wordware’s own product direction fits this model. Sauna is described as an intelligent workspace and assistant with persistent memory that learns preferences and completes batch work. That makes the wedge stronger over time, because every connected tool and repeated task gives the agent more company specific context to act on.
This category is heading toward products that start like a personal work app and end up as lightweight internal systems of record. The winners will be the agents that can turn one person’s paid subscription into a team workspace with shared memory, permissions, and repeatable workflows, without losing the speed and polish that got the first user to pull out a company card.