DEEP OCEAN RESEARCH №004

Two strong US software brands, named zero times across seven AI answers

Both companies rank among the strongest sites in their categories: Domain Rating 80 and above, hundreds of thousands of backlinks between them, thousands of referring websites each. We asked Perplexity and Bing Copilot the buying questions their categories live on, over two days. Neither brand was named in a single answer. This report publishes the per-answer record, the mechanism behind it, and the method to run the same check on your own brand.

2 US software brands 7 AI answers sampled 2 engines · Perplexity, Bing Copilot 10 to 11 Jul 2026 · United States
KEY FINDINGS
0
0 of 7 answers

named either brand. Two engines, two days, the head buying question of each brand's category.

80+
both brands

Domain Rating (free Ahrefs checker). Search authority is not what these brands are missing.

4 to 10
per answer

competitors named instead, drawn from the sources each engine cited for that answer.

0/15
3-category source test

recommended brands whose own website was among the cited sources. Third-party sources decide.

THE PER-ANSWER RECORD

Every answer we sampled, and who it named

Each brand was checked against its own category's head buying question ("best [category] software, 2026" shape). Brand names are withheld and metrics are shown in bands; the reason is in the method section below. Everything else is the raw record.

Brand A

US business-software company. Domain Rating 80 · over 100,000 backlinks · over 8,000 referring websites (Ahrefs free checker, 2026-07-10). Widely known for its content library; a real player in its category, not a household name.

EngineDateCompetitors namedBrand A named
Perplexity2026-07-104Not named
Bing Copilot2026-07-105Not named
Bing Copilot (second buyer query, same category)2026-07-108Not named
Bing Copilot (re-run)2026-07-115Not named

Brand B

US business-software company. Domain Rating in the low 80s · over 600,000 backlinks · over 10,000 referring websites (Ahrefs free checker, 2026-07-10). Established for over a decade; strong with agency and services teams.

EngineDateCompetitors namedBrand B named
Perplexity2026-07-105Not named
Perplexity (re-run)2026-07-116Not named
Bing Copilot2026-07-1110Not named

The competitor sets changed between runs, which is normal: AI answers vary run to run. The absence did not change. Across every run, on both engines, on both days, neither brand appeared.

THE MECHANISM

Why search authority does not carry into AI answers

The AI engine does not read your Google position. It assembles each commercial answer from a set of sources it selects for that query, then names the brands those sources cover. We tested the composition of those sources across three unrelated categories (2026-07-09, Perplexity): in every one, the recommended brands' own websites were absent from the citations.

Who the cited sources belong to, per category

Perplexity, 2026-07-09. "On-domain" means the recommended brand's own website appears among the answer's cited sources.
Category queryBrands recommendedCited sourcesOn-domain
Best project management software for a mid-size marketing teammonday.com, Asana, Wrike, ClickUp, SmartsheetSix third-party review and comparison sites0 of 5
Best running shoes for marathon trainingASICS, Nike, Adidas, New BalanceiRunFar, Runner's World, RTINGS, YouTube0 of 4
Best business bank account for a startupMercury, Brex, Relay, Bluevine, Novo, QontoFive third-party finance sites and YouTube0 of 6
Two honest boundaries. When a buyer asks about a brand BY NAME ("is Notion good for team wikis"), the brand's own site does get cited, for the favorable claims; the limitations still come from third parties. And in one Bing Copilot sample from 2026-07-11, a vendor's own comparison listicle appeared among the cited sources and that vendor was named in the answer. Both boundaries point the same way: the answer is assembled from the sources the engine selects, and presence in those sources is what decides who gets named.
CHECK YOUR OWN BRAND

Run the same check in about a minute

The two brands above are anonymized, so do not take their zeros on trust. Run the check where it matters to you: on your own brand.

Write the question your buyers actually ask when they choose in your category. The "best [your category] for [your buyer], 2026" shape is where purchase decisions concentrate.

Ask it in Perplexity and in Bing's AI answer, logged out. Both are public and show their sources. Ask ChatGPT too if you use it.

Check two things: whether your brand is named, and which sources the answer cites. If you are absent, the cited sources are the map of where the answer is being decided without you.

Methodology

SAMPLE
Two established US business-software companies, selected for provable search strength (Domain Rating 80+, verified with the free Ahrefs Website Authority Checker on 2026-07-10) combined with absence from their categories' AI answers. Both are real, operating companies; neither has consented to being featured, so names are withheld.
WHAT WE ASKED
Each brand's category head buying question, in the "best [category] software, 2026" shape, plus one second buyer query for Brand A. Seven answers total.
ENGINES
Perplexity (public, no login, explicit citations) and Bing Copilot (the AI answer block on the Bing results page). Sampled 2026-07-10 and 2026-07-11 from a logged-out browser.
ANONYMITY
Metrics are published in bands, not exact figures, and the sub-category is not stated. Exact Domain Rating plus exact backlink counts would work as a fingerprint; bands keep the finding intact without pointing at the companies. Internally, both brands are named, tracked, and re-sampled; if either starts being named, this page is updated the same week, with a dated note.
DATE
2026-07-10 and 2026-07-11. Source-composition test: 2026-07-09.

What this report does not claim

  • Seven answers is a small sample. AI answers vary run to run; the named competitor sets changed between our runs. The finding is the consistent absence, not the exact composition of any one answer.
  • This is a diagnosis of absence, not a demonstrated fix. Nobody has fixed these brands' AI visibility, including us. A demonstrated citation flip does not exist yet; our own attempt is under live public test on the AI Citation Index.
  • Search strength is proxied by Domain Rating, backlinks, and referring domains from a free checker. We did not measure organic traffic; no traffic figure appears in this report.
  • Because the brands are anonymized, you cannot verify their zeros yourself. That is why the report ships the method: the same check runs on any brand, including yours, in about a minute.

Want this sample run on your brand?

We run one of your buyers' questions against the live AI engines, free, and email you who gets named instead of you.

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