Use cases

The work you'll hand over

Eight jobs AI4Everyone is being built for, from a YouTube channel with several series to a store that keeps losing shoppers at checkout. In every one, the AI does the work and a person makes the final call.

Example thumbnail from a fictional Anime Explained series
🎬 Startup Stories · Wed 🔬 Daily Science · Mon ✨ Anime Explained · Fri
Video

Run several series on one YouTube channel

For creators and small studios running one channel with more than one recurring show.

The problem

Each series needs its own sources, tone and schedule. Kept in docs and spreadsheets, they drift: topics repeat, slots get missed, and videos start to look alike.

How it works

  1. Give each series its own track, for example Daily Science and Startup Stories, with its own sources, tone, script style and look.
  2. Point each track at where its ideas come from: subreddits, feeds, articles, PDFs and your own notes.
  3. Review ideas with receipts. Each one arrives with its hook, its sources and a check against what the channel has already covered.
  4. Approve the script, then the video. Redo a single scene, caption or hook without remaking the rest.
  5. Approve each upload, then drop it into that series' slot on the calendar.

Quality over volume. Every upload needs your approval, AI-content disclosure is on by default, and each channel has a sensible daily limit so your channel stays inside YouTube's rules.

English
हिन्दी
The same example Short as a Hindi version
Video

Reach a second language without starting over

For creators and educators whose audience speaks more than one language, for example an English channel adding Hindi versions.

The problem

Swapping the voiceover isn't enough. The script, captions and pacing all have to work in the new language, and remaking each video by hand doubles the work.

How it works

  1. Start from a script you've already approved.
  2. Ask for a Hindi version. It becomes its own script that you can read and edit before anything is made.
  3. Pick a voice and caption style. Visuals from the original are reused where they still fit.
  4. Generate it as an independent video. Editing or approving one language never quietly changes the other.
  5. Publish to the same channel or a language-specific one, with each upload approved on its own.
Your photos
Video · Social

Turn product photos into a launch video

For product brands and makers with a new product and a folder of photos, but no video team.

The problem

A launch video usually means a shoot, an editor and days of back-and-forth, and you need it in more than one shape: portrait for Shorts and Reels, landscape for your site.

How it works

  1. Upload your product photos, logo and brand assets. Mark which must appear, and add exclusions such as "don't show faces".
  2. Describe the launch in a sentence and review the script it writes from your product details.
  3. See the estimate, then generate. Your photos become the scenes, and any one scene can be redone on its own.
  4. Make the other shapes you need as separate videos, each editable and approvable independently.
  5. Approve and schedule on YouTube, or use the cut in Social for Instagram.
New commentIs the oat iced latte back? 👀
Suggested replyIt is! Back from Friday ☀️
Waiting for youFriday's post is ready to approve
Social · Video

Keep a café's Instagram going, without the evenings

For cafés, salons, shops and studios, where the person posting is also the person running the counter. For example, a coffee roaster like the fictional Northbean Coffee.

The problem

Posting regularly, answering every comment and DM, and working out what actually works takes hours a week that nobody has.

How it works

  1. Connect your Instagram Business or Creator account, or get guided through setting one up on Instagram's own sign-up.
  2. Plan the week on a calendar. Posts and reels are drafted in your brand's voice, from your own photos and clips.
  3. Approve each post and it goes out at the time you picked.
  4. Answer from one inbox. Comments and DMs arrive together, each with a suggested reply you can edit before sending.
  5. See what landed. Analytics sync on their own, so next week's plan learns from this week's.
Your clients
Northbean CoffeeInstagram · this week plannedTo approve
Linen & Co.Instagram · site review sharedConnected
Daily ScienceYouTube · two seriesReconnect
Client report · read-only link

Linen & Co.: what's stopping first-time buyers

  • Size guide doesn't open on mobile High
  • Delivery cost only shown at the last step Medium
EvidenceBefore / afterShare
Social · Product Reviewer

Manage many brands, and hand clients a report they can read

For marketing, social and web agencies looking after several client brands.

The problem

Every client means separate logins, calendars and inboxes, and every client report is assembled by hand from screenshots.

How it works

  1. Keep each client in its own workspace under one login, with each workspace's data walled off by the database itself.
  2. Connect each brand's Instagram and plan, approve and schedule per brand. Connections are watched, so you hear before access lapses.
  3. Invite teammates and clients with the role they need: editor, reviewer or view-only.
  4. With the client's written permission, run Product Reviewer on their site.
  5. Share a client-ready report by read-only link: key findings, business impact, evidence, recommendations and before/after examples, without internal working.

Permission first. Product Reviewer only runs on sites you own or have written permission to test.

linenandco.example/shirts
Product photo on an example store being tested
Relaxed Linen Shirt
£68.00
SML
Size guide
Add to bag
1 2
1 · FitSize guide opens a blank page on mobile.
2 · PricingThis price differs from the one on the category page.
Product Reviewer

Find what's costing your store its sales

For online stores and e-commerce teams.

The problem

Shoppers leave over things the team stopped noticing long ago: a size guide that won't open on a phone, delivery costs that appear at the last step, a price that differs between two pages.

How it works

  1. Enter your store's address. It works out what you sell and who buys it: say, a first-time buyer on a phone, a returning customer, someone buying a gift.
  2. Check the customers and goals it proposes, and edit or remove any. No checklist to write.
  3. It shops your store in a real browser, on desktop and mobile, stopping before payment or anything irreversible unless you allow a test checkout.
  4. Read findings with proof. Each has screenshots, the steps to reproduce it, and a suggested fix: rewritten copy, a proposed layout or a smoother flow.
  5. Ship the fix and click verify, then turn on scheduled re-checks to catch it if it comes back.

Your site only. Run Product Reviewer on stores you own, or have written permission to test.

staging.ledgerly.example/signup
1 2
1 · Clarity"Workspace slug" isn't explained. A new visitor won't know what to enter.
2 · TrustAsks for a card before showing what's in each plan.
Product Reviewer

See your sign-up the way a newcomer does

For SaaS product, design and growth teams.

The problem

Your team knows the product too well to see it fresh. Jargon, unclear plan choices and onboarding steps that assume knowledge are invisible from the inside.

How it works

  1. Point it at production, staging or a preview deployment.
  2. Choose how far it may go: public pages only, or logged-in journeys with test credentials you supply, and what it's allowed to submit.
  3. It works out who signs up, such as a solo founder trying it on a phone or an admin setting up a team, and walks sign-up and first-run onboarding as each.
  4. Ask it questions. "What would confuse a first-time user?" "Which five changes matter most?" Every answer points back to evidence.
  5. Assign findings, ship fixes, verify. Mark an issue ready and it re-runs that journey to confirm.

Your product only. Run Product Reviewer on sites you own, or have written permission to test.

Claude · connected over MCP
Draft three ideas for Daily Science from this week's saved threads, and check the size guide on our store again.
Three ideas drafted. The size-guide check is ready to run. Nothing happens until you approve.
Proposal · 2 actions · estimate shown before anything runs Script 3 ideas · Re-check 1 store journey
ApproveChange
Chat & agents

Work through Claude or your own AI agent

For teams who already work through Claude, a terminal or their own agent workflows.

The problem

A tool you can only reach through its web app breaks an agent workflow. Giving an agent unchecked write access to your channel, Instagram or site is worse.

How it works

  1. Connect Claude or another MCP client to one product's server, or to the platform server that brings every product together.
  2. Ask in plain language. Your agent sees a short list of real jobs, like drafting ideas or starting a site investigation, rather than raw endpoints.
  3. Questions are answered straight away. Anything read-only runs immediately.
  4. Changes come back as proposals. Anything that writes, costs money or reaches the outside world arrives with a plain-language summary and an estimate.
  5. A person approves, then it runs and is recorded. Text the agent reads from the web is treated as data, never as instructions.

Every clip and image on this page was made with AI. Channels, brands, stores and products shown are fictional examples.

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