How does it drive visibility and conversations?

It surfaces the prompts worth winning, so your AEO effort targets queries that convert instead of high-volume vanity terms. Getting cited on those is what puts your brand in the AI answers buyers actually rely on.

A full Excel workbook: generated prompts, validation tiers, overlap analysis, and the final prioritized set, plus a coverage summary by category and funnel stage.

Is the LLM Prompt Agent really free?

Yes. Enter your details and we'll email you the .md agent file at no cost. No spam, unsubscribe anytime.

Free Claude Agent · ICP Prompt Generator

Generate the prompts that win AI search.

Q: What is the LeadWalnut LLM Prompt Agent?

It's a free Claude agent (.md file) that generates a validated buyer-intent prompt set for AEO. It classifies your existing prompts, creates new ones across 6 categories, and validates everything against your keyword and GSC data.

Q: What inputs does it need?

Three files: your existing prompts, a keyword export (Ahrefs, Semrush, or any tool), and your GSC query export. It works for any client and any product category.

Q: What are the 6 prompt categories?

Problem, Brand, Features, Key Services, Industries, and Personas. Every prompt is also tagged with a funnel stage: TOFU, MOFU, or BOFU.

Q: Why must it run on Claude?

The agent relies on Claude's long-context reasoning to process hundreds of prompts and large keyword and GSC files in one pass. Other tools truncate and break the validation logic.

Q: Can LeadWalnut run the full AEO program?

Yes. The agent is a working sample of our methodology. For end-to-end execution across prompt generation, AI citations, and page-level optimization, LeadWalnut offers managed AEO/GEO services for B2B SaaS.

The LLM Agent builds the exact queries your ideal customers type into AI, so your brand shows up in the answers that drive pipeline.

✓Real buyer questions, not vanity terms, matched to how customers actually search
✓100% funnel coverage across 6 distinct user intents
✓Built to get you cited in ChatGPT, Perplexity, AI Overviews & Gemini

Get your buyer-intent prompt set

The queries your buyers actually ask, generated and validated in minutes.

✓

Check Your Inbox!

We've sent the LLM Prompt Agent .md file with full setup instructions for Claude.

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Watch the Agent Run

How to build an ICP-focused prompt set

Generic vs High Intent

Prompts that actually drive visibility.

Same topic, very different value. The agent turns broad queries into the ones a real buyer asks.

Generic prompts built with no data backup

"what is SASE"

High volume, zero buying signal. A definition query where a brand mention rarely leads anywhere.

"cybersecurity tools"

Too broad to reflect a real buyer or match your ideal customer.

✓

High intent prompts built using AI agentic framework

"best SASE platform for hybrid enterprises with legacy VPN"

Bottom of funnel and specific. This is where a citation wins the deal.

"which NGFW fits OT environments in manufacturing"

Vertical and persona specific, mapped to real search demand.

Steps Involved

How to run the LLM Prompt Agent

No coding required. No MCP integration needed. Just upload three files and get a validated prompt set.

Get the Agent

Enter your details above. We'll email you the .md agent file.

Open in Claude

Upload the .md file to Claude.ai or Claude Desktop. No MCP required.

Upload Your 3 Files

Existing prompts, keyword export, and GSC query export.

Get Your Prompt Set

An Excel workbook of ranked, validated prompts ready to use.

⚠

This agent must run on Claude, not ChatGPT, Gemini, or other AI tools

The agent needs Claude's long-context reasoning to process hundreds of existing prompts and large keyword and GSC files in a single pass. Other tools truncate and produce inconsistent, unreliable prompt sets.

Why This Approach Works

Generic prompts vs. AI-validated prompts.

The gaps a "prompt and pray" workflow leaves behind, closed on every category by the LLM Agent.

Dimension	Generic Prompts	LeadWalnut LLM Agent
Intent	×Broad, vanity queries	✓Mapped to real buyers
Validation	×None — guessed	✓Keyword volume + GSC signal tiers
Category coverage	×Skewed, with gaps	✓All 6 categories, enforced
Funnel coverage	×Mostly top-of-funnel	✓TOFU + MOFU + BOFU
Prompt hygiene	×Long, unnatural strings	✓7–13 words, naturalness gate
Outcome	×Noise, no pipeline	✓Citations on the queries that convert

Sample Output

What the LLM Prompt Agent actually builds

Below is an example of what it provides as output.

LeadWalnut Sample Output

LLM Prompt Agent: Output

25 buyer-intent prompts with category, funnel stage, keyword validation, and product mapping.

2 pages · 25 prompts ·

Quality Built In

Why the output doesn't read like AI-generated fluff.

Four checkpoints keep every prompt grounded in real demand, not generic AI output.

Naturalness gate

Every prompt reads like a real buyer query, not a keyword string in a sentence.

Overlap analysis

Prompts that trigger the same AI answer are dropped, so nothing is tracked twice.

Grounded in real demand

Each prompt is validated against your keyword volume and GSC impressions.

Scored for sign-off

Each prompt carries a strength tier, so your team approves the final set.

How the LLM Prompt Agent Is Built

Battle-tested on real B2B SaaS AEO audits across 300+ prompts in cybersecurity and SaaS categories.

Ingest 3 inputs

Existing prompts, keyword export, and GSC data.

Classify & filter

Relevant prompts kept and trimmed to 7–13 words.

Map to 6 categories

Problem, Brand, Features, Services, Industries, Personas.

Generate ICP prompts

Fresh prompts for every category and funnel stage.

Validate & score

Against keyword volume and GSC, tiered by signal strength.

Deduplicate & deliver

A clean, validated set ready to use.

P1 · Final Prompts25 prompts · sample of 5

Prompt	Category	Funnel	Ahrefs	GSC	Product
Who are the leading remote desktop software vendors?	Key Services	BOFU	remote desktop alternative MSV/KD 400 / 1	remote desktop alternative Impr/Clicks 13770 / 29	Business Access
Why is remote desktop software essential for organizations in 2026?	Problem	TOFU	n/a	best remote desktop software 2026 Impr/Clicks 4495 / 2	Enterprise
What is the most secure way to access an office PC from home?	Problem	TOFU	secure remote access solutions MSV/KD 1800 / 7	secure remote desktop access Impr/Clicks 2421 / 8	Business Access
Which remote desktop software is best for graphic designers and video editors?	Personas	MOFU	best remote desktop software MSV/KD 2600 / 8	best remote desktop software Impr/Clicks 53044 / 248	Business Access
Which remote desktop features ensure HIPAA compliance for healthcare?	Industries	MOFU	n/a	remote desktop hipaa compliance Impr/Clicks 57 / 4	Enterprise

Real output from a live Splashtop remote-desktop audit — the P1 Final Prompts tab, mapped to Splashtop products.

Who This Is For

Built for teams chasing real KPIs, not vanity metrics.

Teams that need their brand cited across ChatGPT, Perplexity, AI Overviews and Gemini — on the queries that actually convert.

SEO Leaders & Managers

AEO & GEO Specialists

Growth & Marketing Teams

PMM & Brand Marketers

FAQs

Frequently Asked Questions

What is the LeadWalnut LLM Prompt Agent?

A free Claude agent (.md file) that generates a validated buyer-intent prompt set for AEO across 6 categories, validated against your keyword and GSC data.

How does it drive visibility?

It targets the prompts your buyers ask, so citations land on queries that convert instead of vanity terms.

What does it output?

An Excel workbook with generated prompts, validation tiers, overlap analysis, and coverage by category and funnel stage.

What inputs does it need?

Existing prompts, a keyword export (Ahrefs, Semrush, or any tool), and your GSC query export.

What are the 6 prompt categories?

Problem, Brand, Features, Key Services, Industries, Personas — each tagged TOFU/MOFU/BOFU.

Why must it run on Claude?

Claude's long context handles hundreds of prompts and large exports in one pass without truncating.

Is it really free?

Yes. Enter your details and we'll email you the .md agent file. No spam, unsubscribe anytime.

Can LeadWalnut run the full AEO program?

Yes — managed AEO/GEO services across prompt generation, AI citations, and page-level optimisation.