Two strong US software brands, named zero times across seven AI answers
Both companies had Domain Rating 80 and above, hundreds of thousands of backlinks between them, and thousands of referring websites each. We asked Perplexity and Bing Copilot buyer-shaped category questions over two days. Neither selected brand was named in the seven captured answers. The brands were selected because they were already absent, so the record documents those cases only. It does not estimate prevalence across strong brands, expose an engine mechanism, or support a decision-grade visibility claim.
named either brand. Two engines, two days, the head buying question of each brand's category.
Domain Rating (free Ahrefs checker). High Domain Rating did not imply inclusion in these seven answers.
competitors named in each captured answer. Surfaced citations were recorded separately.
recommended brands whose own website was among the cited sources. Third-party sources carried every answer instead.
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. The tables summarize the answer-level observations.
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.
| Engine | Date | Competitors named | Brand A named |
|---|---|---|---|
| Perplexity | 2026-07-10 | 4 | Not named |
| Bing Copilot | 2026-07-10 | 5 | Not named |
| Bing Copilot (second buyer query, same category) | 2026-07-10 | 8 | Not named |
| Bing Copilot (re-run) | 2026-07-11 | 5 | Not 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.
| Engine | Date | Competitors named | Brand B named |
|---|---|---|---|
| Perplexity | 2026-07-10 | 5 | Not named |
| Perplexity (re-run) | 2026-07-11 | 6 | Not named |
| Bing Copilot | 2026-07-11 | 10 | Not named |
The competitor sets changed between runs. In the seven captured answers across two engines and two dates, neither selected brand appeared.
Search authority and the sampled AI answers
This sample does not expose how an engine assembled an answer or whether it used a search ranking. Across three unrelated Perplexity category questions sampled on 2026-07-09, brands named in the answers tended to be covered by the surfaced sources, and the named brands' own websites were absent from the cited-source sets.
Who the cited sources belong to, per category
| Category query | Brands recommended | Cited sources | On-domain |
|---|---|---|---|
| Best project management software for a mid-size marketing team | monday.com, Asana, Wrike, ClickUp, Smartsheet | Six third-party review and comparison sites | 0 of 5 |
| Best running shoes for marathon training | Four major athletic footwear brands | iRunFar, Runner's World, RTINGS, YouTube | 0 of 4 |
| Best business bank account for a startup | Mercury, Brex, Relay, Bluevine, Novo, Qonto | Four third-party finance sites and YouTube | 0 of 6 |
Run the same check in about a minute
The two brands above are anonymized, so their individual results cannot be independently verified from this page. A single question provides one variable answer, not a visibility measurement. In one separate historical Deep Ocean test, two same-day samples agreed on only two of six names. This field sample is exploratory and is not client, product, or venture proof.
Write one question relevant to how buyers compare options in your category. This historical sample used a "best [category] for [buyer], 2026" form; it did not establish 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.
Record whether your brand is named and which sources the answer surfaces. The source list describes that answer; it does not reveal why competitors appeared or what change would alter a later answer.
Methodology
- SAMPLE
- Two established US business-software companies, selected for Domain Rating 80+ (verified with the free Ahrefs Website Authority Checker on 2026-07-10) combined with previously observed 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 preserve the dated observation without pointing at the companies. No current monitoring or update cadence is active.
- DATE
- 2026-07-10 and 2026-07-11. Source-composition test: 2026-07-09.
Scope and limits
- Seven answers is exploratory and not decision-grade. Current IAB guidance classifies fewer than 50 queries as exploratory and also calls for repeated responses, stability, confidence, environment controls, and reset rules. This sample does not meet that design.
- AI answers varied between runs, and the named competitor sets changed. The bounded finding is that the two preselected brands were absent from these seven captured answers.
- This is a historical diagnosis of absence and contains no demonstrated fix. Deep Ocean's July 2026 AI Citation Index is paused and is not the current client protocol.
- 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, their recorded absences cannot be independently verified from this page. The steps above reproduce a one-answer check on another brand; they do not create a decision-grade measurement.
AEO & local SEO services
The current agency direction supports local businesses with service pages, Google Business Profile, content and agreed website updates. This software study remains dated background research, not an agency client result.
Tasks, approvals and availability are confirmed individually.