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HR AI Index
Index › Products › Float · October 2026 Edition
4 categories · Named, not ranked

Float

22Judge labels
6First choices
1Negative labels
7 / 14Models named it
4Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
9 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Float was named 9 times in Leave and 3 other categories, where BambooHR led with 28%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In leave · 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 Float 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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Leave and absence managementCore HR and payroll4%9 of 950%4under 10 labels · led by BambooHR at 28%▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
Workforce schedulingCore HR and payroll2%11 of 1080%2under 10 labels · led by Deputy at 37%=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
Workforce planningWorkforce planning and analytics0%80 of 9850%2under 10 labels · led by ChartHop at 37%newNew since September 2026: not ranked then, 0% now.
Workforce management suitesCore HR and payroll0%37 of 780%1under 10 labels · led by Rippling at 17%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Float held within the floor in all four categories: no change cleared 13 points.

Best category · Leave · by segment

Mid-market▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
4%from 0% in September 2026
Inside the floor by 9 pointsRank 47 → 8 of 91

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Leave0%4%▲+4Since September 2026: 0% → 4%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Within noiseRank 47 → 9 of 95
Workforce scheduling2%2%=heldSince September 2026: 2% → 2%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Within noiseRank 13 → 11 of 108
Workforce planning0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 80 of 98, unchanged
Workforce management sui0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Within noiseRank 37 of 78, 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 Float across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash13004
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00000
Llama 4 Maverick00000
Qwen 3.7 Flash01001
Kimi K210012
GLM 4.7 FlashX00000
MiniMax M2.510001
GPT-6 Luna00000
Muse Glimmer 30B01001

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
Direct9 labels4
Paraphrase6 labels2
Comparative3 labels1not counted in share
Budget-constrained1 labelNone
Scale-constrained1 labelNone
Negative2 labelsNone
First choiceAlternativeMentionNegative22 labels in all, every segment counted; 6 of the 7 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.

“Editor's Pick for Mid-Size Teams ... I'd recommend starting with Float or BambooHR” MiniMax M2.5 · Leave · paraphrase prompt · first choice
“Float (Best Overall for Mid-Market Agencies & Tech Services)” Gemini 3.5 Flash · Workforce scheduling · direct prompt · first choice
“Float ⭐ Best Overall for Mid-Size Teams” Kimi K2 · Leave · paraphrase prompt · first choice
“Float for mid-size teams that need automated accrual and manager planning on one leave calendar” Muse Glimmer 30B · Leave · paraphrase prompt · alternative

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.

“Tools like Float/ChartHop for resource scheduling don't scale to enterprise skills-aware modeling” Kimi K2 · Workforce planning · negative prompt · soft negative

Named alongside

The products named in the same answers as Float, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Float was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Rippling9 of 222Not among the top eight
Deputy8 of 220Not among the top eight
Resource Guru6 of 220Not among the top eight
Runn6 of 220Not among the top eight
When I Work6 of 220Not among the top eight
ChartHop5 of 222Not among the top eight
Connecteam5 of 220Not among the top eight
Homebase4 of 222Not among the top eight
BambooHR4 of 221Not among the top eight
Workday Workforce Management4 of 221Not among the top eight
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 Float. 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 20 of the 22 answers that named Float and are not a share of its labels.

Domains cited

joinhomebase.com8
float.comYour site7
peoplemanagingpeople.com6
reddit.com6
connecteam.com5
gartner.com5
guideflow.com5
outsourceaccelerator.com5
worldmetrics.org5
zendesk.com5

Fifty of the fifty-seven domain citations in answers naming Float came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

float.com is not in Google's top ten for any of the category's searches. In the answers, Float takes 4% of first choices and BambooHR takes 28%.
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In search

Google, US estimates
Position for “leave management tools”
–
not in the top ten
Position for “leave management software”
–
not in the top ten
Searches for its name, Google
60,500 a month (“float”)
AI search demand for its name, est.
177,387 a month
Organic visits to its site
about 38,659 a month
Searches its site ranks for
6,849 · 257 in the top three
Sites linking to it
3,108
Paid Google search
No ads found in the estimate; that does not mean it runs none
Ads on GoogleDetailLess
19 ads · 19 text · 12 shown in the last 30 days

First shown September 2025, as Pixel Paddock LLC, verified. Ads started 2025-10 to 2026-09: 6 in the year, 13 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
4%
rank 9 of 95 in leave
Segment leader
28%
BambooHR
First choices
6 across its categories
Named in
22 answers
Its own site cited
in 20 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
Addresses on float.com
741
subdomains included
Content
328
counted in the table below
Documentation
210
Product · Integration
6 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog27402026-06-05
Conference or event1902025-11-04
Case study18undated
Report or ebook6undated
Comparison632026-09-14
Glossary or explainer402025-08-21
News or press1undated
How it is countedHide how it is counted

Every page float.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.

Follow Float

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.

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 Float'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 Float, 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 Float by email, built from the raw record of the edition. It shows:

  • where Float 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 Float, 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.

A verification link goes to your work email; an address at float.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.