| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contingent workforce management | Workforce planning and analytics | 16% | 1 of 121 | 4% | 23 | accepted challenger | ▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Contingent workforce man | 2% | 16% | ▲+14Since September 2026: 2% → 16%, +14 points. Past the 13-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 8 → 1 of 121 |
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 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 1 | 1 | 2 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 0 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 2 | 1 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 2 | 0 | 0 | 0 | 2 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 1 | 0 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“VectorVMS is the most commonly recommended low-cost entry because buyers can often access the platform with no direct licensing fees” Muse Glimmer 30B · Contingent workforce man · budget prompt · first choice
“Best‑in‑class for governed vendor workflows, clear supplier portal visibility, and mid‑market‑specific configuration depth.” GLM 4.7 FlashX · Contingent workforce man · direct prompt · first choice
“VectorVMS is frequently recommended as a strong, cost-effective choice for small to medium-sized businesses” Mistral Small · Contingent workforce man · budget prompt · first choice
“For most mid-market B2B companies, VectorVMS represents the strongest overall recommendation” DeepSeek V4 Flash · Contingent workforce man · direct prompt · first choice
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.
“reviews mention lag when many users are connected and a more limited feature set” GPT-5.4 mini · Contingent workforce man · 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 60 of the 60 answers that named VectorVMS and are not a share of its labels.
265 of the 265 domain citations in answers naming VectorVMS 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 23 | 9 | 2026-09-16 | ||
| Case study | 7 | undated | |||
| Comparison | 2 | 0 | 2025-06-10 | ||
| Glossary or explainer | 1 | 0 | 2025-10-15 |
Every page pixid.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. Read October 5, 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.
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 VectorVMS'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 VectorVMS, 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 VectorVMS by email, built from the raw record of the edition. It shows:
AI models recommend VectorVMS first in Contingent workforce management this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.