| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Performance management | Performance and talent management | 2% | 9 of 85 | 0% | 11 | accepted challenger | ▼−4Since September 2026: 7% → 2%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| 360 feedback | Performance and talent management | 0% | 16 of 73 | 9% | 11 | accepted challenger | ▼−5Since September 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Coaching platforms | Learning and development | 0% | 65 of 128 | 0% | 1 | under 10 labels · led by Growthspace at 20% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| 360 feedback | 5% | 0% | ▼−5Since September 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 16 of 73 |
| Performance management | 7% | 2% | ▼−4Since September 2026: 7% → 2%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 9 of 85 |
| Coaching platforms | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 65 of 128, unchanged |
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 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 0 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Small Improvements at $3/user/month offers the best value for money.” MiniMax M2.5 · Performance management · budget prompt · first choice
“Small Improvements ($3/user/month) or Primalogik ($3–$6/user/month) offer solid features with predictable, low pricing.” GLM 4.7 FlashX · 360 feedback · budget prompt · alternative
“Choose Small Improvements if you have 20+ staff and want the lowest possible per-head cost.” Qwen 3.7 Flash · Performance management · budget prompt · alternative
“For larger small businesses (20+ employees), Small Improvements provides excellent value” Claude Haiku 4.5 · Performance management · budget 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.
“Some users note limited customization options, particularly in tracking and reviewer management” Mistral Small · 360 feedback · negative 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 92 of the 93 answers that named Small Improvements and are not a share of its labels.
446 of the 446 domain citations in answers naming Small Improvements 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 89 | 1 | 2026-07-31 | Performance management, 360 feedback | |
| Case study | 13 | undated | |||
| Comparison | 10 | 0 | 2025-09-09 | ||
| Webinar or virtual event | 1 | 0 | 2024-11-25 | ||
| Report or ebook | 1 | undated | |||
| News or press | 1 | undated |
Every page small-improvements.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
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 Small Improvements's own pages state, read September 28, 2026: small-improvements.com, small-improvements.com/pricing, trust.small-improvements.com, small-improvements.com/features, small-improvements.com/customers. 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 Small Improvements'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 Small Improvements, 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 Small Improvements by email, built from the raw record of the edition. It shows: