| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workforce scheduling | Core HR and payroll | 0% | 16 of 108 | 22% | 18 | accepted challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Interview scheduling | Talent acquisition | 0% | 27 of 75 | 25% | 8 | under 10 labels · led by Calendly at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Coaching platforms | Learning and development | 0% | 124 of 128 | 100% | 2 | under 10 labels · led by Growthspace at 20% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Workforce scheduling | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 16 of 108, unchanged |
| Interview scheduling | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 72 → 27 of 75 |
| Coaching platforms | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 42 → 124 of 128 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 2 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 3 | 4 |
| MiniMax M2.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
“Best for Service Businesses ... Run a service business requiring deposits/payments? → Acuity Scheduling” Kimi K2 · Workforce scheduling · comparative prompt · alternative
“Owned by Squarespace, so it's more focused on service businesses than pure recruiting workflows” Mistral Small · Interview scheduling · comparative prompt · alternative
“Choose Acuity if you need to accept money or manage bookings for a physical service.” Qwen 3.7 Flash · Workforce scheduling · comparative prompt · alternative
“The heavyweight for independent service providers, coaches, and freelancers.” Gemini 3.5 Flash · Workforce scheduling · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“it breaks down quickly as scheduling complexity increases, and it's not suitable for larger groups managing complex shifts” Claude Haiku 4.5 · Workforce scheduling · negative prompt · hard negative
“an unsecured API exposed sensitive customer data ... the history of a misconfiguration is a red flag” GLM 4.7 FlashX · Workforce scheduling · negative prompt · hard negative
“This tool can feel overbuilt for hiring needs—its strength in advanced configuration is also its biggest drawback” Claude Haiku 4.5 · Interview scheduling · negative prompt · soft negative
“It has no session notes, no goal tracking, no client accountability features and no CPD logging” Muse Glimmer 30B · Coaching platforms · comparative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 61 of the 62 answers that named Acuity Scheduling and are not a share of its labels.
191 of the 191 domain citations in answers naming Acuity Scheduling came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Acuity Scheduling's own pages state, read September 28, 2026: acuityscheduling.com/features/mobile-app, acuityscheduling.com/features/online-booking, acuityscheduling.com/compare/acuity-vs-vagaro, acuityscheduling.com/features/how-acuity-works, acuityscheduling.com/features/class-scheduling. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Acuity Scheduling's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Acuity Scheduling, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Acuity Scheduling by email, built from the raw record of the edition. It shows: