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Use cases & solutions

Where AI helps, by who you are.

Real problems we hear from different kinds of businesses, and the kind of AI-powered solutions that can address them. These are possibilities to explore together — every build is scoped to its context.

01

Business Owners

You run the business and the business runs on your time.

Common problems

  • Answering the same customer questions across WhatsApp, DMs and email
  • Reports assembled by hand from several spreadsheets
  • Knowing something is late only when a customer complains

Possible AI solutions

  • An assistant that drafts replies from your own product and policy information, sent after a person approves
  • Automatic weekly summaries pulled from the tools you already use
  • Alerts when orders, tasks or payments go past their due date
02

Online Coaches

Your expertise is the product; admin eats into delivering it.

Common problems

  • Onboarding each new client by hand
  • Turning sessions into notes and follow-up material
  • Keeping a content schedule alive between sessions

Possible AI solutions

  • Automated intake and onboarding flows
  • Session notes summarised into action points for each client
  • Content drafts generated from your own frameworks for you to edit
03

Content Creators

Output has to stay consistent, even when ideas and time run short.

Common problems

  • Planning content around clear pillars
  • Repurposing one piece across several platforms
  • Understanding what is and is not working

Possible AI solutions

  • Content pillar and calendar planning assistance
  • Repurposing workflows that adapt drafts per platform
  • Plain-language performance summaries
04

Marketing Agencies

More clients means more coordination, not just more creative work.

Common problems

  • Status updates scattered across chats
  • Monthly reports that take days to assemble
  • Briefs and brand rules repeated for every new team member

Possible AI solutions

  • Internal dashboards that show every client at a glance
  • Report drafts assembled from platform data
  • A searchable brand-knowledge assistant per client
05

Startups

You need to ship AI features without building an AI team first.

Common problems

  • Prototyping AI features quickly and safely
  • Choosing models and providers
  • Moving from demo to something customers can rely on

Possible AI solutions

  • Scoped prototypes that become production features
  • Model and cost evaluation for your use case
  • Integration with proper authentication, limits and monitoring
06

Educators

Teaching scales poorly when every learner needs individual attention.

Common problems

  • Preparing material in several formats
  • Answering repeated questions from learners
  • Tracking progress across a cohort

Possible AI solutions

  • Assistants that help turn source material into lessons, quizzes and summaries
  • Q&A assistants grounded in your own course content
  • Progress overviews for each cohort
07

Professional Teams

Knowledge work slows down when knowledge is hard to find.

Common problems

  • Information spread across documents, drives and chats
  • Recurring documents written from scratch
  • Onboarding that depends on whoever has time

Possible AI solutions

  • Internal knowledge search with sources cited
  • Template-driven document drafting with review steps
  • Onboarding assistants built from your own guides

Recognise your situation?

Tell us which of these sounds familiar. We'll map what a first, practical step could look like.

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