Small business▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 11 pointsRank 18 → 95 of 95
2 categories · RankedBeeline
155Judge labels
17First choices
59Negative labels
14 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
17% in Contingent workforce man for enterprise buyers
Rank 4 of 121 in the mid-market standingcriticized challenger
2 of 14 models made it the first choice on the direct prompt; 40% of its 48 labels there were negative.
What the models named instead of Beeline →By buyer segmentStrongest at enterprise.
Small business101 of 101
0%40 labels
criticized challenger
Mid-market4 of 121
9%48 labels
criticized challenger
Enterprise2 of 83
17%55 labels
accepted challenger
In contingent workforce man · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Beeline for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contingent workforce management | Workforce planning and analytics | 9% | 4 of 121 | 40% | 48 | criticized challenger | ▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Staffing agency platforms | Talent acquisition | 0% | 90 of 136 | 50% | 2 | under 10 labels · led by Zoho Recruit at 22% |
Movement
Since September 2026, Beeline held within the floor in all two categories: no change cleared 13 points.
Best category · Contingent workforce man · by segment
Mid-market▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
6%from 2% in September 2026
Inside the floor by 9 pointsRank 12 → 8 of 111
Enterprise▼−4Since September 2026: 18% → 14%, −4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
14%from 18% in September 2026
Inside the floor by 9 pointsRank 2 of 79, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Contingent workforce man | 2% | 6% | ▲+4Since September 2026: 2% → 6%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 4 of 121 |
| Staffing agency tools | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 90 of 136, 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
By model
How each model treated Beeline across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
How each model treated Beeline across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 1 | 1 | 4 |
| GPT-5.4 mini | 1 | 0 | 1 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 5 | 6 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 1 | 1 | 0 | 3 | 5 |
| Mistral Small | 0 | 0 | 3 | 2 | 5 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 2 | 0 | 1 | 2 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 2 | 1 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 2 | 0 | 3 | 5 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct39 labels9
Paraphrase4 labels1
Comparative31 labels11not counted in share
Budget-constrained30 labels6
Scale-constrained25 labels1
Negative26 labelsNone
First choiceAlternativeMentionNegative155 labels in all, every segment counted; 17 of the 28 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“I'd pick Beeline for most mid-market B2B companies because it's purpose-built for contingent workforce management” GPT-5.4 mini · Contingent workforce man · direct prompt · first choice
“Choose Beeline if you need best-of-breed VMS capabilities with mature program governance” Kimi K2 · Contingent workforce man · comparative prompt · first choice
“SAP Fieldglass and Beeline often top lists for market share and features.” Grok 4.1 Fast · Contingent workforce man · comparative prompt · first choice
“Best Overall for Mid-Market... Start with Beeline Professional” Kimi K2 · Contingent workforce man · direct prompt · first choice
And against it
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.
“legacy VMS platforms are notoriously slow and difficult to navigate... Avoid if: Your organization has fewer than 500 contingent workers” Gemini 3.5 Flash · Contingent workforce man · negative prompt · hard negative
“traditional enterprise solutions (like SAP Fieldglass, Beeline, or Workday VNDLY) are usually not viable options” Gemini 3.5 Flash · Contingent workforce man · budget prompt · hard negative
“Avoid enterprise giants (e.g., SAP Fieldglass, Beeline) unless you have 500+ workers.” Grok 4.1 Fast · Contingent workforce man · budget prompt · hard negative
“Avoid enterprise-heavy solutions like SAP Fieldglass or standard Beeline Enterprise” Kimi K2 · Contingent workforce man · direct prompt · hard negative
Named alongside
The products named in the same answers as Beeline, over the 151 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Beeline was named but was not.ShowHide
Named alongside
The products named in the same answers as Beeline, over the 151 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Beeline was named but was not.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Beeline. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 145 of the 151 answers that named Beeline and are not a share of its labels.
Domains cited
hrtechsaas.com63
beeline.comYour site58
gitnux.org57
worldmetrics.org54
peoplemanagingpeople.com51
zipdo.co46
talentdesk.io40
venn.com36
g2.com34
rfp.wiki34
415 of the 473 domain citations in answers naming Beeline came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
beeline.com ranks 4 on Google for the category's searches. In the answers, Beeline takes 9% of first choices and VectorVMS takes 16%.ShowHide
Search and answers
beeline.com ranks 4 on Google for the category's searches. In the answers, Beeline takes 9% of first choices and VectorVMS takes 16%.
ShowHideIn search
Google, US estimatesPosition for “contingent workforce platforms”
–
not in the top ten
Position for “vendor management system for contingent workers”
–
not in the top ten
- Searches for its name, Google
- 27,100 a month (“beeline”)
- AI search demand for its name, est.
- 1,443 a month
- Organic visits to its site
- about 19,910 a month
- Searches its site ranks for
- 901 · 154 in the top three
- Sites linking to it
- 1,481
- Paid Google search
- 2 searches its ads show for, about 9 clicks and $53 a month (estimate)
In answers
This editionShare of first choices
9%
rank 4 of 121 in contingent workforce man
Segment leader
16%
VectorVMS
- First choices
- 17 across its categories
- Named in
- 151 answers
- Its own site cited
- in 145 of the answers that named it
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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on beeline.com
1,172
subdomains included
Content
317
counted in the table below
Documentation
0
Product · Integration
22 · 396
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 139 | 10 | 2026-09-28 | HRIS and HCM platforms | |
| Case study | 42 | undated | Contingent workforce man | ||
| Report or ebook | 38 | undated | Contingent workforce man | ||
| News or press | 36 | 2 | 2026-09-22 | ||
| Glossary or explainer | 27 | 1 | 2026-08-13 | ||
| Webinar or virtual event | 21 | 1 | 2026-07-28 | Workforce planning, Contingent workforce man | |
| Template or tool | 8 | undated | |||
| Conference or event | 3 | 2 | 2026-09-28 | ||
| Comparison | 3 | undated |
Most recent
- 2026-09-28Workforce orchestration a necessity not a buzzword blog
- 2026-09-28Cws summit north america 2026 103 conference or event
- 2026-09-22Beeline and insygna partner to bring ai agent cost controls and risk mitigation to enterprise workforce orchestration news or press
- 2026-09-22How does a vms control contingent workforce spend blog
- 2026-09-21Contingent workforce cost tracking what your vms dashboard is likely to miss blog
- 2026-09-21Life after go live why workforce programs need continuous optimization blog
Events in person
Upcoming
- October 13, 2026MBO Partners Presents: The Connected Workforce World Tour 2026New York, US · takes part
- October 19, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Atlanta, US · takes part
- October 29, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Minneapolis, US · takes part
- November 4, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Boston, US · takes part
- November 12, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Washington DC, US · takes part
- November 12, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Bay Area, US · takes part
- November 25, 2026MBO Partners Presents: The Connected Workforce World Tour 2026London, UK · takes part
- December 9, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Austin, US · takes part
Last twelve months
- October 7, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Charlotte, US · took part
- September 28, 2026 to September 29, 2026CWS Summit North America 2026Omni Dallas Hotel, Dallas · attended
- September 23, 2026MBO Partners Presents: The Connected Workforce World Tour 2026Chicago, US · took part
As the event pages on beeline.com state them, read September 28, 2026.
How it is countedHide how it is counted
Every page beeline.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.
Names read as Beeline
What the judge wrote, as written, with how often. The vendor table decides that these count as Beeline; a claim can dispute any of them.
Beeline Professional 7Beeline Enterprise 2Beeline / IQNavigator 1
Follow Beeline
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.
The company
Beeline is its own company.ShowHide
The company
Beeline is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- The workforce orchestration company for the extended workforce
- For
- For Enterprise and Mid-Sized companies
- Free plan or trial
- Free demo beeline.com
- Integrations claimed
- 2000 beeline.com/integrations
- Not stated on the pages read
- Price, starting price, certifications, hosting, customers
What Beeline's own pages state, read September 28, 2026: beeline.com, beeline.com/solutions/joinedup/compliance, beeline.com/solutions/joinedup, beeline.com/integrations. A claimed page can correct any of them.
Is this your product?
Claim this page
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 Beeline'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 Beeline, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Beeline by email, built from the raw record of the edition. It shows:
- where Beeline is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Beeline, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.