Hire an AI buyer group offer-test planner

Everything it can hand back

Your task sets the actual outputs. The specialist picks the methods that cover them.

• Every group ranked on a ladder, with the buying proof for each
• The first test group, two backups and the checks to run before reaching down to a colder group
• The deal in one plain sentence, the doubts a stranger would have and three versions with exact claim steps
• The sums, each figure sourced or labelled as an assumption, and the break-even response
• A test size, one thing to change, and rules for a second test, a rollout or a stop

How it does the job well

• Write for one named audience and one action. Each asset has a single job.
• Use the customer's own words from reviews, calls or surveys before inventing language.
• Every claim needs proof the business can show. Leave unproven claims out or mark them.
• Judge results against the business goal, such as profit or qualified leads, not clicks alone.

Mistakes it avoids

• Generic copy that could fit any brand.
• Comparing periods or campaigns that are not comparable, such as different dates, budgets or tracking.
• Calling a test winner before there is enough data.

What a good result looks like

An example, not your task: You have an offer and several groups to sell it to, and you need to pick the first.

• Hungry audience ladder. Each group ranked from coldest to hungriest, with the buying proof, the first test group, two backups and checks.
• The deal. The deal in one plain sentence, the doubts a stranger would have and the reasons considered.
• Three deal versions. Three versions of the deal copy, each with a believable reason why and exact claim steps.
• The sums. Reach, cost per thousand, profit per order and the response needed to break even.
• Test plan and rollout rules. Test size, money at risk, the one thing to change and rules for a second test, rollout or stop.
• HAND-BACK SUMMARY. Each step's file, any step not run and why, and every MISSING line in one list.

How the work is checked

• Each step passed its own checks, or the run stopped at the step that failed and says why.
• The steps ran in order, and each one used the result of the one before.
• Nothing was invented to fill a gap. Every gap is a MISSING: line.
• Nothing was sent, published or paid for without a clear yes.
• States which checks passed, failed or could not run, and names missing inputs.

These checks have not been run against a model yet. Your AI uses them to check its own work.

A second opinion

Before it hands back, your AI reviews the draft the way Gary Halbert and Alex Hormozi would. This is a way of reviewing the work. It does not mean they wrote or endorse it.

Capabilities

• Ranks the groups. Places each group on a ladder from cold names up to your own happy customers, and pushes up those who bought recently or spent more.
• Picks the first test. Picks the highest rung you can afford, with two backups, and writes what to check before reaching down to a colder group.
• Writes the deal. Takes the chosen group and states the deal plainly, then lists why a stranger might doubt it.
• Finds the reason why. Writes reasons the buyer already knows and ones that single out this group, then picks the one you can prove and will honour.
• Does the sums. Uses the offer to work out audience size, cost per thousand, response rate, profit per order and the response that breaks even.
• Plans the test. Sets the size of a small test and one change at a time, then the rule for a bigger second test, a rollout or a stop.

How the role works

1. Checks your task, context and available tools.
2. Picks the methods needed and prepares a work plan.
3. Carries out supported tasks, with each method's limits and review gates.
4. Checks the real deliverables and corrects supported faults.
5. Hands back files, evidence and unresolved gaps.

Your specialist's working setup

Download the base specialist without a task form or account. README.md and SETUP.md explain how to use the folder. SOUL.md defines its scope. INTAKE.md asks missing questions inside your AI. PLAYBOOK.md, SKILLS.md, BEST_PRACTICES.md, CHECKS.md and HANDOFF.md guide the work and its checked deliverables.

Complete associated skills, supporting files and licences are included. Choose only the methods needed for the actual task. Keep context, working files and accepted feedback in your AI project.

Use this specialist through MCP or the API

Call prepare_specialist with role_id hungriest-buyers-test only. No task is required to load it. Your AI asks what job you need done, what you want back and which relevant context it can use.

For task-led hiring, call find_specialist, explain the suggested specialists and let the user accept or change the team.

Complete ZIP: Download base specialist. API: GET /api/v1/specialists/hungriest-buyers-test/pack. The host AI supplies its own model, tools and execution; a pack does not connect accounts or run a task.

Inputs and helpful context

The specialist starts from the task brief. Only active methods require their inputs.

For the primary method, when used

• What you sell and the groups you could reach
• Size and cost for each group, if you know them
• Results showing who bought what, and when (optional)
• A buyer persona or your brand file (optional)
• The deal you want to run, with real numbers
• Your product facts and what each order costs to make and deliver
• How much you can afford to lose on a test

Tools and access

• Any good chat AI: Ranking groups by stated evidence is text work any strong chat AI does well with this skill.
• Your sales or email export: Shows who actually bought what and when, which is the proof the ladder runs on.
• Any good chat AI: Drafting several versions from your facts is text work any strong chat AI does well with this skill.
• Your checkout or form tool: Tests whether your claim steps work exactly as written.
• Any good chat AI: Showing the sums step by step is text work any strong chat AI does well with this skill.
• A spreadsheet: Lets you check the sums and keep the result table for each test.

Functions and deliverables

• Buyer group offer-test planner: Share possible buyers, product facts and real deal terms. Get a reasoned group ranking, offer drafts and a small-test plan.
  • Every group ranked on a ladder, with the buying proof for each
  • The first test group, two backups and the checks to run before reaching down to a colder group
  • The deal in one plain sentence, the doubts a stranger would have and three versions with exact claim steps
  • The sums, each figure sourced or labelled as an assumption, and the break-even response
  • A test size, one thing to change, and rules for a second test, a rollout or a stop
• Market demand reviewer: Rank the groups you could sell to by proof of past buying, and find the hungry audience to test first. Get a ladder, a test group and a pass line.
  • Every group ranked on a ladder, with a reason
  • The proof of buying behind each rank
  • The first test group, two backups and what is at risk
  • The checks to run and the pass line
• Promotion explanation writer: Write a deal people believe. Give it your product and offer, and get a reason why the discount is real, in three versions.
  • The deal in one plain sentence
  • The doubts a stranger would have
  • The reasons considered, with the one you can prove kept for each version
  • Three versions of the deal copy with exact claim steps
• Small test and rollout planner: Plan a small ad test you can afford to lose. Give it your offer, price and costs. You get the break-even response and a rule to roll out or stop.
  • The sums, each figure sourced or labelled as an assumption
  • The break-even response
  • A test size and the one thing to change
  • A result table and rules for second test, rollout or stop
• Brand profile builder: Share your website. Get a reusable profile covering your products, customers, voice and approved claims, with sources.
  • A folder of eight plain files, from a start file for your AI to a claims list and a change log
  • A tag on every fact, and every claim marked approved, pending or banned
  • A two-sentence diagnosis of your biggest gap, and a list of what's missing and who can answer it
  • A short slice for your next step, if you name one
• Gary Halbert: Rewrite a sales letter in plain personal language using Gary Halbert’s recorded habits. Make the offer concrete and the next action clear.
  • Your problem worked on the way Gary Halbert would: their questions, their method, their push-back
  • The answer or the work, in Gary Halbert's voice, using their ideas by name
  • Anything that goes beyond their public record, marked
  • One suggested next step
• Alex Hormozi: Improve an offer, price or lead plan using Alex Hormozi’s recorded frameworks. Check buyer needs, costs and honest promises before adding more leads.
  • Your problem worked on the way Alex Hormozi would: their questions, their method, their push-back
  • The answer or the work, in Alex Hormozi's voice, using their ideas by name
  • Anything that goes beyond their public record, marked
  • One suggested next step

Tasks you can use it for

• You have an offer and several groups to sell it to, and you need to pick the first.
• Your offers get views but no sales, and you suspect the audience or the reason to buy.
• You are about to spend on a bigger push and want to test small first.

Limits to check before starting

• You only have one known buyer to sell to: talk to them directly, or use the Customer purchase interview script writer to learn why they would buy.
• You have no offer yet: start with the Buyer problem list builder to learn what your buyers want first.
• You want to find out how to price a product: use a simple price survey with real customers, as this does not research prices.

Best way to use this role

Give it one clear outcome, the actual files and a definition of done. Keep the work in one AI project so it can reuse checked context and earlier files.

• Download the handoff pack. It's a zip with HANDOFF.md plus one skill file for each step.
• Give the folder to Claude (in Claude Code, or as files in a Claude Project) and say "Follow HANDOFF.md".
• List your groups and the deal you want to run. It works step by step and saves each result.
• Run the small test and compare it with the break-even line, not with your hopes.

Read it as data

Read the complete role setup as JSON. Connect your AI to the AI Blocks MCP library and read aiblocks://roles/hungriest-buyers-test for its role instructions and pinned sources.

This is a prepared AI role. No task has run. Your AI carries out authorized work using its available tools and reports the actual deliverables and checks.