seeno.ai
Open experiment

Can Seeno get Seeno into the answer?

We asked the major AI engines 240 real questions about AI visibility tools. Seeno appeared in 0 of the answers. So we are running the exact playbook we sell, on ourselves, in public. New measurement every week, wins and misses both.

ChatGPT · Perplexity · Gemini · Google AI Overviews · Claude

Latest measurement · 2026-10-05
0 / 240
answers that mention Seeno
Unbranded visibility holds at zero across 240 non-brand questions. Branded answers: 48 of 48 describe Seeno correctly.
Why we publish this

Every vendor says their method works. We would rather show the numbers while they are still zero. If the playbook moves them, you will see exactly what did it and how long it took. If a week does nothing, that stays on the record too.

Week by week
2026-10-05
0/240

Unbranded visibility holds at zero across 240 non-brand questions. Branded answers: 48 of 48 describe Seeno correctly.

  • +Repeated the self-audit with 288 answers across eight engines
  • +Issue 2 law-uae stays in draft while we review the numbers
  • +No new public issue this week
2026-09-28
0/230

Unbranded visibility holds at zero across 230 non-brand questions. Branded answers: 47 of 47 describe Seeno correctly.

  • +Repeated the self-audit with 277 answers across five engines
  • +Issue 2 law-uae stays in draft while we review the numbers
  • +No new public issue this week
2026-09-14
0/238

Seventh weekly measurement. Non-branded visibility still zero across 238 non-branded answers. Branded answers still accurate: 48 of 48 describe Seeno.

  • +Repeated the self-audit across five engines, 286 answers analyzed
  • +Kept the law firms issue on draft while the numbers get a second look
2026-09-07
0/240

Sixth weekly measurement. Non-branded visibility still zero across 240 questions. Branded answers still accurate: 48 of 48 describe Seeno.

  • +Repeated the 288-prompt self-audit across five engines
  • +Held the law firms issue as a draft while the numbers get a second look
2026-08-31
0/240

Fifth weekly measurement. Non-branded visibility still zero across 240 questions. Branded answers still accurate: 48 of 48 describe Seeno correctly this run.

  • +Repeated the 288-prompt self-audit across five engines and re-ran the analyzer
  • +Kept the research index and sitemap indexed, pinged IndexNow after the last deploy
2026-08-24
0/240

Fourth weekly measurement. Non-branded visibility still zero across 240 questions. Branded answers still accurate: 47 of 48 describe Seeno correctly.

  • +Finished the UAE law firms study: 1,140 answers across 5 engines, leader Al Tamimi at 71.4% share of voice
  • +Built the second research issue as a draft page and generated a PDF for outreach
  • +Drafted the law firm outreach chain that carries the new issue link
2026-08-17
0/240

Third weekly measurement. Non-branded visibility still zero. Branded answers stay accurate: 47 of 48 describe Seeno correctly.

  • +Published research issue 1 (Dubai hotels) and kept it indexed, IndexNow pinged
  • +Wrote the hotel outreach chain that carries the issue link
  • +Started week 2 study: UAE law firms, 114-prompt corpus scanned across 5 engines
2026-08-10
0/240

Unbranded visibility is still zero, but the entity layer is landing: 47 of 48 branded answers now describe Seeno correctly, including founding year and Dubai base. A week ago assistants confused us with unrelated companies.

  • +Published the first public research issue: Dubai hotels AI visibility, 1,350 answers across five engines
  • +Launched this public case page so the experiment itself becomes citable material
  • +Directory profiles (G2, Capterra, Crunchbase) and awesome-list pull requests still in moderation from last week
2026-08-07
0/240

Baseline. For AI assistants, Seeno does not exist yet.

  • +Measured the starting point: 240 real questions about AI visibility tools, zero answers mention Seeno
  • +Shipped the machine-readable layer: llms.txt, structured data for Organization and SoftwareApplication, explicit crawl rules for AI bots, an /about page that disambiguates us from similarly named companies
  • +Started the entity trail: company profiles submitted to major software directories, a Wikidata item, pull requests to curated GEO tool lists on GitHub
  • +Launched a multilingual blog with the first articles in English and Arabic

Method: the same 240 prompts, re-run weekly across 5 engines. A mention counts only when an answer names Seeno. Started 2026-08-07.

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