Management software for childcare centers and daycares covering enrollment, attendance, billing, and parent communication. Right now, Brightwheel is the brand AI assistants recommend most, with a Visibility Score of 85 and the #1 spot in 63% of answers. Head-to-head: Brightwheel vs Procare Solutions →
These rankings are measured from what the three models know from training, not a live web search. When the models DO search the web, see which sources they cite. Methodology.
Brightwheel has lapped this field before the race ends.
Brightwheel shows up in 88% of answers and wins first position 63% of the time, a margin that leaves every competitor arguing over distant placements. HiMama is the clearest runner-up at a score of 57, but that still puts it 28 points behind, and it almost never earns the top slot. The most unusual structural wrinkle is Procare Solutions and Procare appearing as distinct entries, with ChatGPT strongly favoring the latter while Claude and Gemini do the opposite, suggesting the models are resolving the same brand inconsistently.
AI-generated analysis of the September 2026 measurements.
| # | Brand | Visibility Score | Mention rate | Avg. position | #1 pick rate | Models |
|---|---|---|---|---|---|---|
| 1 | | ±1 | 88% | 1.3 | 63% | ChatGPT #1 Claude #1 Gemini #1 |
| 2 | | ±3 | 79% | 1.9 | 19% | ChatGPT #2 Claude #3 Gemini #2 |
| 3 | | ±5 | 71% | 3.0 | 1% | ChatGPT #3 Claude #2 Gemini #3 |
| 4 | | ±4.9 | 46% | 4.2 | 0% | ChatGPT #4 Claude #5 Gemini #4 |
| 5 | | ±3.8 | 19% | 4.5 | 0% | ChatGPT #7 Claude #12 Gemini #5 |
| 6 | Lillio | ±5.4 | 15% | 4.0 | 0% | ChatGPT #6 Claude #11 Gemini #6 |
| 7 | | ±3.4 | 17% | 4.9 | 0% | ChatGPT #5 Claude Gemini #10 |
| 8 | | ±4 | 10% | 3.9 | 0% | ChatGPT Claude #4 Gemini |
| 9 | | ±4.2 | 10% | 4.6 | 1% | ChatGPT #9 Claude #10 Gemini #8 |
| 10 | | ±2.2 | 7% | 2.8 | 0% | ChatGPT #8 Claude Gemini #9 |
| 11 | | ±1.9 | 7% | 4.8 | 0% | ChatGPT #12 Claude Gemini #7 |
| 12 | | ±3.2 | 7% | 5.0 | 0% | ChatGPT #11 Claude #7 Gemini |
| 13 | Procare Home | ±0.5 | 4% | 1.7 | 3% | ChatGPT Claude #6 Gemini |
| 14 | | ±3.2 | 4% | 2.3 | 3% | ChatGPT Claude #8 Gemini #11 |
| 15 | | ±3.1 | 7% | 6.0 | 0% | ChatGPT #10 Claude #9 Gemini |
The ± under each score is the reliability band: how much the number would move if we re-ran the identical measurement. It is tight because each prompt is sampled multiple times. It is not the same as how much the ranking depends on which prompts we ask — a separate, wider figure shown on hover.
Just below the cutoff: Okta (3.2), AWS (2.6), Ping Identity (2.2), ChildcareCRM (2.1), KidKare (1.9). 47 brands were scored in this category; the leaderboard shows the top 15.
Visibility Score: position-weighted presence across all measured answers, 0 to 100. A score of 100 means the brand was the first recommendation in every answer. Every point in a trend line is a live monthly measurement; there is no modeled or backfilled history. Full methodology.
Openness 15/100: the share of this category's recommendation weight not held by the leader.
Compare brands in Childcare & Daycare Management head-to-head → · Explore the prompt tree →
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Per-model Visibility Scores for the top 10. A long gray bar means the three assistants disagree about the brand. Hover a row for exact values.
When a brand is mentioned, where does it appear? Box shows the middle 50% of positions, the thick line is the median, whiskers are the extremes. Hover a row for the detail.
gpt-5.4
claude-sonnet-4-6
gemini-3-flash-preview
Each model answered every prompt 3 times in September 2026. Prompts are brand-neutral so no vendor gets seeded into the question.