Measures what GPT-5 believes about Outbooks 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 Outbooks is firmly in the model's "cloud bookkeeping service" 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 cloud bookkeeping services for small businesses? | 0 | 0/5 | — |
| What are the top cloud bookkeeping service providers? | 0 | 0/5 | — |
| Which cloud bookkeeping services are most recommended for SMBs? | 0 | 0/5 | — |
| What are the most popular cloud bookkeeping options for business owners? | 0 | 0/5 | — |
| What cloud bookkeeping service should I use for my business? | 30 | 0/5 | — |
| Which online bookkeeping services are best for small companies? | 260 | 0/5 | — |
| What are the best virtual bookkeeping services available today? | 50 | 0/5 | — |
| What are the leading cloud accounting and bookkeeping services? | 0 | 0/5 | — |
| Which bookkeeping services combine software and a human bookkeeper? | 0 | 0/5 | — |
| What are the best remote bookkeeping services for startups? | 0 | 0/5 | — |
| What are the best bookkeeping services for ecommerce businesses? | 0 | 0/5 | — |
| What are the best bookkeeping services for service businesses? | 90 | 0/5 | — |
| What are the top-rated cloud bookkeeping platforms for small business owners? | 0 | 0/5 | — |
| What cloud bookkeeping companies do accountants recommend? | 0 | 0/5 | — |
| What are the best outsourced bookkeeping services online? | 50 | 0/5 | — |
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 Cloud Bookkeeping Services 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 8:38 PM
Click a prompt to expand its responses. 210 total responses across 72 prompts.