Measures what GPT-5 believes about WorkBuzz from training alone, before any web search. We probe the model 5 times across 5 different angles and score 5 sub-signals.
High overlap with brand prompts shows WorkBuzz is firmly in the model's "engagement survey platform" category.
Unprompted recall on 15 high-volume discovery prompts, run 5 times each in pure recall mode (no web). Brands that surface here are baked into the model's training, not borrowed from live search.
| Discovery prompt | Volume | Appeared | Positions (5 runs) |
|---|---|---|---|
| What are the best engagement survey platforms for employee feedback? | 0 | 0/5 | — |
| What are the top employee engagement survey tools available? | 0 | 0/5 | — |
| Which engagement survey platform is most recommended? | 0 | 0/5 | — |
| What are the most popular employee engagement survey platforms? | 0 | 0/5 | — |
| Can you recommend a good engagement survey platform? | 0 | 0/5 | — |
| What are the best survey platforms for employee engagement? | 10 | 0/5 | — |
| Which employee engagement survey software should I consider? | 480 | 0/5 | — |
| What are the leading platforms for engagement surveys? | 0 | 0/5 | — |
| What is the best platform for running employee engagement surveys? | 0 | 0/5 | — |
| What are the best tools for measuring employee engagement? | 0 | 0/5 | — |
| Which engagement survey tools are worth using? | 50 | 0/5 | — |
| What are the best online engagement survey solutions? | 0 | 0/5 | — |
| What are the top-rated employee survey platforms? | 0 | 0/5 | — |
| What engagement survey platform do most companies use? | 0 | 0/5 | — |
| What are the best workplace engagement survey platforms? | 0 | 0/5 | — |
This report focuses on Engagement Survey Platforms because that is where WorkBuzz scores highest. The model also evaluates it against the industries below, with their own prompts and competitor sets. Click any industry for its full leaderboard.
Generated automatically from gaps and weaknesses in the analysis above, ranked by potential impact on the AI Visibility Score.
Your LBA is low. The model has limited or no specific beliefs about your brand. Focus on authoritative third-party coverage: Wikipedia, industry-specific publications, founder interviews on podcasts with transcripts, and "best of" list articles.
+10 to +25 on LBA over 12-24 monthsYour Authority is low across category queries. Users asking about your category do not see you. Priority: get listed in "best of" and "top N" articles for your category on domains with strong training-data crawl presence.
+10 to +25 on AuthorityThe model knows your brand when asked directly (LBA > 0) but never volunteers you in category queries. You are outside the model's go-to list. Co-mention density with established category leaders is the single biggest lever: get listed in "Top 10 X" articles alongside the brands the model currently names.
+10 to +30 on TOM over 12-18 monthsOther brands in the Engagement Survey Platforms industry, ranked by overall AI Visibility Score.
Every score on this page is reproducible. Below is exactly what we ran and how we computed each number.
(LBA × Authority × TOM)^(1/3). Geometric mean is used so that any single weak metric pulls the overall score down, rather than being masked by strength elsewhere.
quality × meta × stability × share × recognition × 100. Each sub-signal is on a 0-1 scale. Read the full LBA methodology →
Analysis run on April 22, 2026 at 8:17 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.