AI Search Visibility for a B2B Packaging Brand
B2B custom packaging AI search visibility / GEO case study: rebuilding a WordPress packaging brand's entity, product schema, and industry citations so AI engines cite the brand for procurement prompts. Engagement in progress.
Corevalt Packaging
A B2B custom packaging manufacturer serving DTC brands and mid-market ecommerce with corrugated boxes, mailers, and sustainable materials. Strong quote conversion once buyers landed - the problem was that AI engines rarely put them on the shortlist.
Industry
B2B Packaging Brand
Focus
AI SEO & GEO
The Challenge
Product pages read like a print catalog, MOQs and lead times weren't extractable, and citations lived on the brand's own domain. AI engines defaulted to Uline, Packlane, and 'top 10 custom box' listicles.
Corevalt Packaging
Only 4 of 25 tracked procurement prompts cited Corevalt, while two aggregators and one national competitor owned every answer.
The Strategy
Baselined procurement-intent prompts
Tracked 25 prompts (custom mailer suppliers, low-MOQ box runs, sustainable / recyclable material comparisons, packaging suppliers for DTC brands) across ChatGPT, Perplexity, Gemini, and Google AI Overviews.
Rebuilt the brand entity
Cleaned Wikidata, Crunchbase, and 11 packaging / manufacturing directories with consistent MOQ ranges, material capabilities, and certifications (FSC, SFI, recyclable claims).
Rewrote product + capability pages for extraction
Restructured 24 product and capability pages with definitional openings, MOQ / lead-time tables, and Product + Service + FAQPage schema so engines could quote thresholds verbatim.
Placed citations in packaging + DTC media
Earned inclusion in 5 packaging-industry roundups and 3 DTC operator publications that AI engines were repeatedly citing.
(ChatGPT)
Corevalt Packaging
- —Only Uline + Packlane cited
- —No Corevalt mention
- —MOQ + lead times not surfaced
- —No AI Overview coverage
(ChatGPT)
Corevalt Packaging
- ✓Cited alongside Packlane + Arka
- ✓MOQ + lead-time ranges quoted verbatim
- ✓Sustainable materials surfaced by name
- ✓Also cited in Google AI Overview
AI answer mockup - ILLUSTRATIVE ChatGPT answer to 'custom mailer suppliers with low MOQ' now cites Corevalt Packaging.
Keyword Movement
| Keyword | Before | Now |
|---|---|---|
| custom mailer supplier low moq | not cited | cited (ChatGPT + Perplexity) |
| sustainable corrugated boxes for dtc | not cited | cited (Perplexity + Gemini) |
| packaging suppliers subscription boxes | cited (1 engine) | cited (3 engines) |
| fsc certified custom boxes | not cited | cited (Google AI Overview) |
Representative results based on comparable engagements.
MOQ and lead-time claims had to be defensible before I could publish them.
First pass at extractable MOQ tables was blocked by operations because worst-case lead times weren't survivable. I rebuilt every table with 'typical' and 'rush' ranges signed off by ops, added a last-updated field, and got the schema live without misleading a single buyer.
We used to win packaging RFPs from a referral or a Google search. Now a real chunk of our first-touch quotes come from buyers who read a ChatGPT answer naming us.
Client name changed for privacy.
Ready to be the next case study?
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I'll personally scope your project before any engagement. No account managers, no hand-offs.
First audit call is free, no commitment.
What happens next
Typical engagement: 4-6 months. First deliverable in week 1: an AI-visibility audit across ChatGPT, Perplexity, Gemini, and Google AI Overviews for your top 20 buyer prompts, with a prioritised entity, schema, and citation plan.