MOSO is a consumer products company that sells through an online marketplace and a growing network of retail partners, and runs the whole operation with a small team. The owner engaged New Clarity to evaluate where AI could reduce manual workload, improve service and support growth without adding headcount. New Clarity mapped how the business runs, identified six workflows worth building, ranked them by impact against effort, and delivered a phased roadmap the company owns.
A small team carried a wide range of work: maintaining marketplace listings and answering product questions and reviews, keeping the brand visible in online communities, finding retail partners, coordinating with manufacturers and shipping partners, and handling customer service across email and ticket-based requests. Each of these was manual, and each competed for the same few people. The question was not whether AI could help but where it would pay back first without disrupting work that already functioned.

An AI strategic plan built from a review of the company's workflows, an effort-versus-impact assessment of each candidate, and a phased roadmap. The plan set out six workflows: a customer service assistant that handles routine questions, routes complex issues and drafts responses across channels; listing and content upkeep for the marketplace catalog, including review summaries; a monitoring assistant that finds relevant conversations in online communities and recommends where to engage; a research workflow that identifies and prioritizes potential retail partners and sources contact details; an internal product knowledge base for staff onboarding, customer service and content consistency; and drafting help for manufacturer and logistics correspondence.

Every workflow in the plan keeps a person in the loop: the customer service assistant handles routine questions and routes the rest, the outreach and content workflows recommend rather than send, and the knowledge base serves the team rather than the public. The roadmap sequences the work in three phases, foundational improvements first, then marketing and sales, then optimization, so each phase stands on its own and the company can stop, pause or reorder without losing what it has.

The company received a clear order of operations: which workflow to build first, which to postpone, and how each one fits the longer-term plan for the business. Expected outcomes across the roadmap are less routine work for staff, faster and more consistent customer service, better-maintained listings, a stronger pipeline of retail partners, and a path to scale without a proportional increase in headcount.
This is the planning stage of the same process New Clarity runs for fund managers: interviews, a map of how the work actually moves, candidate workflows ranked by measurable return, and a phased roadmap the firm owns. It is also what a portfolio company looks like from the inside, a small team, a wide span of manual work, and a need to grow without adding people, which is where an operating partner's AI plan starts.