Use case6 min read

UGC farm with Claude: hooks, scripts and a weekly plan with Claude Code

How to run a UGC farm with Claude: audience research, hook writing, script variants in your brand voice, reviewing generated videos against reference clips, and a weekly content plan, with your approval before anything posts. Plus how to run it in Kavela on your Claude plan.

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To run a UGC farm with Claude, give Claude the creative jobs: audience research, hook writing, script variants in your brand voice, and reviewing every generated video against your reference clips. Pair it with a video tool such as Higgsfield, plan the week's content in one pass, and approve each post before it goes live.

What should Claude do in a UGC pipeline?

The pipeline itself is short: research the audience, write hooks, write scripts, generate video, review, approve, post, measure, and repeat each week. Almost every stage apart from rendering and posting is a language or judgment task, and that is where Claude earns its place. It reads messy customer material and finds the patterns, writes in a voice you define and holds it, and critiques work against a written standard.

So split the jobs by kind:

  • Claude, usually through Claude Code working in a project folder, owns research, hooks, scripts, the weekly plan and the first review pass.
  • A video tool such as Higgsfield renders the clips.
  • You have the final say on anything public.

If you want the engineering side (job queues, caption scripts, metrics pullers), the UGC farm with Codex guide covers that build. This guide stays on the creative work, which decides whether anyone watches past the first line.

How do you research an audience with Claude?

Start from what real customers already said, because Claude does its best research on real text. Collect it in one folder:

  • product reviews, yours and those in your category
  • support tickets and sales call notes
  • comments on your past posts
  • threads where your audience describes the problem in their own words

Then ask Claude Code to read the folder and write a language bank: one file listing pains, desired outcomes, objections and the exact phrases people use for each, with the source file next to every phrase.

That source column is the safeguard. A phrase without a source is a phrase Claude invented, and invented customer language is how scripts end up sounding like ads. Tell Claude to flag where the evidence is thin and leave the gap visible.

Add new reviews, tickets and comments to the folder as they arrive, and ask Claude to update the bank. Your research then stays current without a fresh project every month, and every hook you write later can point back to something a real person said.

How do you write hooks and script variants that do not all sound alike?

Variety has to come from the shape of the request. Ask for "20 hooks" and you mostly get one idea phrased twenty ways. Ask for a matrix instead:

AngleExample hook pattern
Problem callout"If [task] still eats your afternoon, watch this"
Surprising outcome"What happens when you stop [habit] for a week"
Objection first"Everyone calls [product type] a gimmick. Here is what it actually does"
Before and after"[Task] the old way, then with [product]"
Myth check"Three things people get wrong about [problem]"

Have Claude write hooks for each angle and each audience segment. Then, for every hook you keep, a script with a fixed shape: hook line, problem, demo moment, one proof point, call to action. Ask for on-screen text and a shot list with each script, because the video tool needs direction as much as it needs words.

Finish by asking Claude to prune the list and drop any variant that differs from another only in wording.

How do you keep Claude in your brand voice?

Write the voice down once and make Claude load it every time. Claude Code reads a CLAUDE.md file in the project folder at the start of each session, so put the voice guide there or link to it from there. A useful voice guide covers:

  • who you talk to, in one paragraph
  • words and phrases you use, and ones you never use
  • the claims you are allowed to make, each with its proof
  • a handful of past posts that worked and a few that flopped, with a line on why

Then make the check its own step. After Claude drafts a batch, ask it to grade each script against the voice guide and the allowed claims list, quote any line that breaks a rule, and rewrite only those lines. A narrow rubric applied after drafting is easier to follow than "stay on brand" tucked into the first prompt.

Keep the allowed claims list strict. Health, income and dramatic before and after promises are where UGC gets brands into trouble, and a written list gives Claude something concrete to check against.

How do you review generated videos against references?

Claude reads text and images, so turn each clip into both. Pull one frame per second with ffmpeg, and run the audio through any speech-to-text step so you review what the clip actually says:

ffmpeg -i renders/hook-07.mp4 -vf fps=1 review/hook-07/frame-%03d.png

Hand Claude the new clip's frames and transcript, frames from two or three reference clips you consider the standard, and the script the clip came from. Then ask for a scored review against a fixed rubric:

  1. Does the hook land in the opening line and the opening frames?
  2. Does the product look right: logo, packaging, colors, interface?
  3. Is the on-screen text legible, and does it match the script word for word?
  4. Are there generation artifacts, such as warped hands, garbled text or a face that changes between shots?
  5. Does the presenter make any claim outside the allowed list?
  6. Does it match the references in pacing and framing?

Have Claude return pass, fix or reject for each clip, with a reason. Fixes go back to the video tool with a specific note. Claude is the first filter, and you still watch every clip that passes.

What does a weekly UGC content plan look like?

One planning session on Monday drives the week. Here is an example cadence for a solo founder posting a few times a week:

WhenWhat happensWho
Monday morningRead last week's results, pick the hooks to carry over, write the briefClaude drafts, you edit
MondayHooks and scripts for the brief, then the voice checkClaude
TuesdayRender the clipsVideo tool
TuesdayReview against referencesClaude, then you
Wednesday to SundayApproved posts go out on scheduleYou approve each one
SundayComments and numbers collected for MondayClaude

The brief is the hinge. Ask Claude to keep it short: the one audience segment you are testing this week, two or three angles, the hooks carried over from last week's winners, and the question you want answered. A week built around a question produces sharper variants than a week built around a quota. For putting the planning session itself on a schedule, see Claude calendar.

Why approve every post before it goes live?

Everything upstream is fast and cheap to redo. A published post is neither. Once a clip is live, it carries your name, and deleting it later does not take back the views.

An approval step also covers rules a model will not reliably remember on every run. The major platforms expect a disclosure on realistic AI video. US rules on fake testimonials cover people who never used the product, and an AI presenter describing personal results falls squarely into that. And a feed full of one template looks like spam to the exact people you want to reach.

Make the approval specific. Approve the exact video, the exact caption, the account and the time together. Approving "the batch" turns review into a rubber stamp.

Make saying no cheap as well. A rejected clip should go back to the queue with your note attached, so the next variant improves without you rewriting the brief.

How do you run a weekly UGC routine in Kavela on your Claude plan?

As a routine, the week starts whether or not you remember to open a session.

  1. Add Echo. It comes in the Engineering Agents pack. Echo plans and designs the content, renders UGC-style clips through Higgsfield, and publishes to X, LinkedIn, Reddit and Instagram once you have approved the exact post.
  2. Put Echo on "My Claude plan". Claude Code then runs inside Echo's own cloud computer on your subscription, after a one-time sign-in from a card.
  3. Bring your context. Paste the one-time onboarding link into Claude Code on your laptop, and it uploads the work that matters (voice guide, references, past posts) into the workspace. Ask Kav to wire the voice guide into Echo as a skill.
  4. Ask Kav for the routine. For example: "Mondays at 8:00 my time, plan the week, write the scripts, render and review." Campaigns can get a start and end date.

Every post lands in your Approvals inbox (or Telegram) before it goes anywhere. The brief, scripts and videos attach to the task, and the week shows on your calendar. Kavela is in early access.

If you already pay for Claude, give Echo your first brief. Start your free trial

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