12 ready-to-copy prompts and content templates in four categories: test what AI knows about you, write content AI loves to cite, win in head-to-head comparisons, and build authority. Just swap in your details.
You have a website and product pages, but when buyers ask AI directly, AI doesn't mention you — you need GEO (Generative Engine Optimization).
Copy the template → swap [bracketed placeholders] with your info → use it on your website, blog, LinkedIn, or to test AI.
Run Category A's test prompts monthly to track whether AI mentions you and how the frequency is changing.
First, set the baseline. Run these prompts in ChatGPT, Perplexity, and Claude — see whether they mention you.
I'm a buyer based in [country, e.g., United States], looking for reliable [product category, e.g., specialty coffee bag] manufacturers in [origin country, e.g., China / Vietnam / Thailand]. Please recommend the top 5 suppliers. For each, briefly explain: 1. What they specialize in 2. Their typical client profile 3. Why they're worth considering Cite your sources.
Tell me about [your brand name], a [category] manufacturer based in [city/country]. Specifically: - What do they make and for whom? - What are they known for? - Who are their typical clients? - What sources are you drawing from?
I run a [buyer type, e.g., boutique outdoor brand in Europe] and I'm having trouble with [specific pain, e.g., my current supplier's delivery delays during peak season]. I need a new [category] supplier who can [key need, e.g., handle small batch orders with stable lead time]. Who would you recommend, and why?
AI doesn't cite marketing copy. It cites structured, factual, sourceable content. These three formats get cited the most.
Q: What is the minimum order quantity (MOQ) for [product]? A: Our standard MOQ is [number + unit]. For first-time buyers, we offer trial orders starting at [smaller quantity] with [condition]. Q: What is the typical lead time? A: Standard production lead time is [X days] after sample approval. Express production ([Y days]) is available with a [%] surcharge. Q: Do you offer customization? A: Yes. We offer [3-5 options, e.g., custom colors, sizes, branded packaging]. Custom MOQ starts at [number]. Q: What certifications do you hold? A: We are certified for [ISO 9001 / BSCI / FDA / CE etc.]. Certificates available on request. Q: How do you handle quality control? A: [2-3 specific sentences, e.g., every batch goes through 3-stage QC including raw material inspection, in-line check, and pre-shipment inspection by a third party (TÜV / SGS)].
| Specification | [Product A] | [Product B] | [Product C] | |-------------------|---------------|---------------|---------------| | Material | [material] | [material] | [material] | | Dimensions | [size] | [size] | [size] | | Weight | [weight] | [weight] | [weight] | | MOQ | [number] | [number] | [number] | | Lead time | [days] | [days] | [days] | | Customization | [list] | [list] | [list] | | Best for | [scenario] | [scenario] | [scenario] | | Price range (USD) | [range] | [range] | [range] |
How to choose a [category] supplier from [origin country]: a buyer's checklist After [X years] of working with [Y] international clients in [markets], here are the 7 things we'd verify before signing with any [category] supplier — including ourselves. 1. Production capacity match Look for: [specific metrics, e.g., monthly output, peak season buffer] Red flag: [specific warning sign] 2. Quality control system Look for: [specific evidence] Red flag: [specific warning sign] 3. [continue 5 more items] Final tip: ask any supplier to send you [a specific document or data point]. The way they respond tells you more than any spec sheet.
Buyers increasingly use AI to do comparison research. Putting yourself into the comparison framework is more proactive than waiting to be discovered.
[Category] manufacturing: China vs Vietnam vs Thailand — which fits your business? Each origin has trade-offs. Here's an honest breakdown based on our work with buyers across [markets list]: China — strengths: [3 items]. Best for: [buyer type]. Vietnam — strengths: [3 items]. Best for: [buyer type]. Thailand — strengths: [3 items]. Best for: [buyer type]. Common myth: [a common misconception]. Reality: [the more accurate fact]. We're based in [your country] and specialize in [your niche positioning], which makes us a fit for [specific buyer type].
[Category] pricing tiers explained: $X, $Y, $Z — what do you actually get? Entry tier ([price range]): [material / process / use case]. Best for buyers who [scenario]. Mid tier ([price range]): [differentiator]. Best for buyers who [scenario]. Premium tier ([price range]): [differentiator]. Best for buyers who [scenario]. A common mistake: [a pitfall buyers often make]. We position in the [your tier] tier because [reason — tied to your client type].
Factory direct vs trading company vs OEM partner: which model fits your [category] sourcing? Factory direct: lower price, higher MOQ, less flexibility. Fits buyers who [scenario]. Trading company: higher price, lower MOQ, more flexibility. Fits buyers who [scenario]. Vertical OEM partner: middle on both, with [unique capability]. Fits buyers who [scenario]. Where we sit: we are a [model], with [specific evidence, e.g., 8,000 sqm facility, 120 staff, 6 production lines]. We work best with [buyer type].
AI prefers to cite sources that "look like experts." These three formats build expert identity fastest.
The [year] State of [category] Manufacturing Report Based on [data source — your client data / industry interviews / public data], here are the 5 shifts buyers should know about in [year]: 1. [trend]: [2-3 sentences with data points] 2. [trend]: [2-3 sentences with data points] 3. [trends 3-5]... Methodology: data drawn from [X clients] across [Y markets], supplemented by [public sources]. Published by [brand name], [publish date].
Q&A with [name], [title] at [brand] Q: [a domain-specific question, e.g., what's the most common mistake buyers make when sourcing [category]?] A: [2-3 paragraphs, with examples or data] Q: [question] A: [answer] Q: [3-5 questions total] A: [answer] About [name]: [2-3 sentences on credentials — years, client count, specialty].
Case study: how we helped [client type, can be anonymized: a US-based outdoor brand] [specific outcome, e.g., cut their lead time by 40%] Client: [industry / country / size] Challenge: [2 sentences describing the original problem] Approach: [3-4 specific actions] Results: - [data point 1, e.g., lead time from 60 to 35 days] - [data point 2] - [data point 3] Timeline: [how long it took] Why this worked: [2 sentences summarizing the key variables]
It's not a one-shot drop. GEO is an ongoing process. Recommended cadence:
Run the three Category A templates in ChatGPT, Perplexity, and Claude — three rounds each. Screenshot every answer as your baseline.
Publish 1-2 pieces per week to your site and LinkedIn. Focus on structure + specific data, not volume.
Run the same prompts each month. AI mentions of your brand should slowly tick up — 3-6 months for visible change is normal.