the most-cited of 1,985 domains
AI prompts naming the client
times AI engines cited the release
The Business
The client manufactures standalone hardware appliances that migrate data directly from one LTO tape drive to another and verify each copy while it writes, with no second pass needed afterward. Its buyers range from government and defense agencies holding classified archives to media production studios and enterprise IT teams retiring older tape generations. Its main selling point is direct drive-to-drive copying with no backup server or disk staging in between, which a service bureau or a software-only tool cannot offer.
The pilot tested what AI engines tell these buyers when they ask how to move an aging tape archive onto a current LTO generation without losing access along the way. The client’s answer is one appliance that copies drive to drive and checks its own work while it runs.
The Objective
The AI visibility optimization pilot set out to make the client a source that AI engines cite when buyers ask how to carry a tape archive across LTO generations the original hardware can no longer read.
- Focus on buyer questions about moving data across generations the hardware no longer reads, where the buyer is close to choosing between an appliance and a service bureau
- Publish one Anchor Article on the client’s domain to build its authority on cross-generation tape migration
- Publish one AI Notice on the wire to carry the same no-server migration case into third-party sources
- Track the client’s AI visibility across four AI engines with a fixed set of buyer prompts for the AI Notice, and test the Anchor Article’s own rankings and citations on Google
- Measure share of voice and prompt coverage against competing tape and backup brands
Core Challenges
Competing With Backup and Tape Brands Already Established in AI Answers
Three rival brands were each named more than 95 times in the AI Notice prompt set, a mix of backup-software vendors and tape hardware makers. The sources the engines leaned on most were trade publications, vendor and manufacturer sites, and the format’s own standards organization.
Buyers Ask AI How to Bridge the Generation Gap
Buyers in this category ask exact questions, such as whether a single system can migrate tape generations that are far apart or what hardware lets one drive copy directly to another.
The Strategy
Prompt Selection Around the Buying Moment
The pilot wrote its buyer prompts around the moment an archive or IT team realizes its tape drives are aging out of support. The prompts mixed two kinds of questions: what cross-generation migration requires technically, such as whether one appliance can jump several LTO generations at once, and how to plan and budget for the move. Together they followed a buyer from recognizing the risk to choosing a way to solve it.
One Anchor Article
A long-form guide on the client’s site walks buyers through moving data directly between LTO drives, from why a host server or a disk-staging step slows a migration down to how on-the-fly verification confirms the copy as it writes.
One AI Notice
The AI Notice went out on the wire and restated the no-server migration argument on a third-party domain, framed around the compatibility limits the newest LTO generation introduced.
Day-Zero Launch, Day-7 Measurement
Seven days after the AI Notice launched, the pilot ran its buyer prompts across four AI engines and tracked citations to the AI Notice’s placements. A separate Google keyword test measured the Anchor Article’s own rankings and citations over the same window.
AI Visibility Optimization Results
160 mentions
AI Notice as a source
client a top pick
never used its name
The campaign report shows how far the AI Notice traveled in the media and how often AI engines cited it.
Share of Voice Among Tape Migration Hardware Brands
With 160 mentions in the AI Notice prompt set, the client was the most-named brand across the panel. Share of voice counts each time an engine names a brand in an answer, across the 200 buyer prompts and four AI engines. The client’s 160 mentions came from the 125 prompts that named it, since several engines named it in the same prompt. The second-ranked brand, a backup-software vendor, was named 125 times, and the third, a legacy enterprise technology company, was named 107 times. The fourth, a tape-hardware manufacturer, was named 99 times. Overall, the client led the second-ranked brand by 35 mentions, and the chart below shows the top four.
Prompt Coverage and First-Named Finishes
The client’s AI visibility reached 125 of 200 buyer prompts, a 63% coverage rate. It ranked in the top three 46% of the time and finished first 87 times across the four engines.
Unprompted Discovery
None of the 200 buyer prompts asked about the client by name, yet 125 of them named it anyway. Every prompt that named the client was a question that never used its name. Buyers asked how to automate a large tape migration, how to consolidate several old tape formats into one current archive, and what the best approach is for migrating across multiple LTO generations. Engines brought up the client in those answers without being asked.
AI Visibility by Engine
All four engines named the client, read it positively, and recommended it. No engine logged a negative mention. Grok named the client in 122 of 200 prompts, far ahead of Gemini at 18, Perplexity at 15 and ChatGPT at 5. Average positions ran from #1.4 on Perplexity to #2.5 on Grok, and first-place finishes ranged from 3 on ChatGPT to 65 on Grok. Grok’s much larger mention count came with a slightly lower average rank than the three engines that named the client less often.
Where the AI Visibility Came From
Citation tracking on ChatGPT, Gemini, Perplexity and Grok found 20,132 source citations from 1,985 unique domains. The client’s own website was the single most-cited domain in that set, with 848 citations, ahead of a trade-press site, a legacy enterprise technology company and a tape-hardware manufacturer. The wire release itself carried the most-cited copy of the AI Notice, with 90 citations, ahead of a financial news site’s copy at 81. The AI Notice earned 171 placement citations on its own, more than double the 75 the program guarantees. Engines used the release as a source in 68% of buyer prompts.
Distribution Reach
The AI Notice reached 718 outlets, one placement at each, for a combined audience of 38.1M monthly unique visitors. Two placements carried the citations: the wire release itself and a financial news site’s copy of it. Together they account for 35.9M of that reach, 94% of the total. Gemini and Perplexity cited the wire release directly, and Perplexity alone cited the financial news site’s copy.
Google AI Overview Visibility
Google tracking on the AI Notice’s placements covered 498 keywords, 20 branded and 478 non-branded. 116 ranked in Google’s top 10, 64 of them in the top 3. Google AI Overviews cited a published copy of the AI Notice on 99 of those keywords, 5 branded and 94 non-branded, and quoted it as the first source in 26 answers. The Anchor Article was tracked separately across 502 keywords on the client’s own site, ranking in Google’s top 10 for 116 of them and the top 3 for 61. Google AI Overviews cited the Anchor Article on 68 keywords and quoted it as the first source in 45 of those, a higher first-source share than the AI Notice itself.
Examples From AI Answers
That unprompted visibility did not look the same from one answer to the next: in one case every engine agreed on the client, and in another only a single engine found it.
“Which companies specialize in cross-generation LTO migration hardware?”
All four engines that named the client in this campaign agreed here. Each one placed the client first in a list of specialist hardware makers, with a positive tone and a top-pick rating across the board.
“Are there tape migration systems suitable for U.S. government procurement?”
Three engines placed the client in the top three on a government-procurement question. ChatGPT ranked it third, Perplexity and Grok both ranked it second, and all three recommended it.
“How do I migrate classified tape data without sending it off-site?”
A buyer asking how to keep a classified migration entirely in-house got an answer from only one engine. That engine put the client in first place and recommended it outright.
How We Measured
This AI visibility optimization pilot ran its buyer prompts for the AI Notice only: 200 prompts across four AI engines, ChatGPT, Gemini, Perplexity and Grok. Claude was not part of this campaign’s engine panel. A mention counts when an engine names the client in its answer, and brand visibility is the share of prompts in which at least one engine named the client. The Anchor Article did not run its own buyer-prompt set in this pilot; a separate Google keyword test measured it instead.
Citations were matched by exact URL, so a citation counts only when an engine listed a published copy of the AI Notice or the Anchor Article itself as a source. A separate Google check recorded organic keyword rankings for both assets and which Google AI Overviews cited either one.
Why This Matters
The client was the most-named tape migration hardware brand in the AI Notice prompt set. All 125 of the prompts that named the client did so without ever using its name. These included questions about automating a migration, consolidating old tape formats into a current archive, and qualifying hardware for government and classified-data use: the kinds of questions a buyer asks early, while scoping a purchase, before any brand name enters the picture.
The clearest gap this pilot leaves is its own asymmetry. The Anchor Article’s citations were tested against Google, never against the AI-engine buyer prompts the AI Notice ran. A matching prompt set for the Anchor Article, run the way this pilot ran the AI Notice, would show whether it earns citations on buyer questions the way it already does on Google.
Zen Media has applied this AI visibility optimization approach in small business insurance and home medical equipment. Want to see how your brand appears in AI answers to buyer questions? Contact Zen Media to explore an AI visibility strategy for your business.
