Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 48 → 49 of 57
3 categories · RankedBenefitfocus
117Judge labels
7First choices
34Negative labels
14 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
11% in Benefits administration for enterprise buyers
Rank 23 of 67 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 32% of its 22 labels there were negative.
What the models named instead of Benefitfocus →By buyer segmentRead the same way at every buyer size.
Small business52 of 57
0%9 labels
under the label threshold
Mid-market23 of 67
0%22 labels
criticized challenger
Enterprise3 of 61
11%42 labels
accepted challenger
In benefits administration · 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 Benefitfocus 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 |
|---|---|---|---|---|---|---|---|
| Benefits administration | Core HR and payroll | 0% | 23 of 67 | 32% | 22 | criticized challenger | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Flexible benefits and lifestyle spending accounts | Compensation and total rewards | 0% | 88 of 90 | 50% | 12 | criticized challenger | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HSA and FSA administrators | Compensation and total rewards | 0% | 25 of 111 | 0% | 4 | under 10 labels · led by HealthEquity at 29% |
Movement
Since September 2026, Benefitfocus held within the floor in all three categories: no change cleared 13 points.
Best category · Benefits administration · by segment
Mid-market▼−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 8 → 31 of 62
Enterprise▲+4Since September 2026: 9% → 13%, +4 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
13%from 9% in September 2026
Inside the floor by 9 pointsRank 5 → 3 of 52
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Benefits administration | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 8 → 23 of 67 |
| Flexible benefits | 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 75 → 88 of 90 |
| HSA & FSA admin | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 25 of 111, 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 Benefitfocus 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 Benefitfocus 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 | 1 | 1 | 1 | 3 |
| GPT-5.4 mini | 0 | 3 | 0 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 4 | 2 | 6 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 2 | 2 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 1 | 3 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 1 | 4 | 0 | 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
Direct11 labelsNone
Paraphrase23 labels4
Comparative35 labels2not counted in share
Budget-constrained8 labels3
Scale-constrained10 labelsNone
Negative30 labels1not counted in share
First choiceAlternativeMentionNegative117 labels in all, every segment counted; 7 of the 10 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.
“renowned for its robust compliance framework and comprehensive benefits administration, ideal for large enterprises” Claude Haiku 4.5 · Flexible benefits · comparative prompt · alternative
“A dedicated benefits platform with features like employee self-service, integrated data flows with HR/payroll” GPT-5.4 mini · Benefits administration · comparative prompt · alternative
“Best for employee experience and engagement: Benefitfocus, with strong plan navigation and self-service.” Muse Glimmer 30B · Benefits administration · comparative prompt · alternative
“For a more specialized or user-friendly experience, Businessolver or Benefitfocus may be better.” Mistral Small · Benefits administration · comparative 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.
“here are the flexible benefits platforms you should be cautious about or potentially avoid... 1. Benefitfocus” GLM 4.7 FlashX · Flexible benefits · negative prompt · hard negative
“Platforms with Documented Red Flags ... 1. Benefitfocus ... Primary Concern: Poor post-sales support.” Qwen 3.7 Flash · Benefits administration · negative prompt · hard negative
“This platform has notable issues, particularly from the end-user (employee) perspective” DeepSeek V4 Flash · Benefits administration · negative prompt · hard negative
“Benefitfocus: Criticized for poor customer support and negative user experiences.” Mistral Small · Flexible benefits · negative prompt · hard negative
Named alongside
The products named in the same answers as Benefitfocus, over the 117 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Benefitfocus was named but was not.ShowHide
Named alongside
The products named in the same answers as Benefitfocus, over the 117 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Benefitfocus 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 Benefitfocus. 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 112 of the 117 answers that named Benefitfocus and are not a share of its labels.
Domains cited
guideflow.com77
joinforma.com63
hibob.com50
g2.com45
rippling.com41
adp.com40
getbenepass.com39
firsthr.app37
peoplemanagingpeople.com30
hr-ai-index.com26
448 of the 448 domain citations in answers naming Benefitfocus came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
benefitfocus.com ranks 2 on Google for the category's searches. In the answers, Benefitfocus takes 0% of first choices and Gusto takes 20%.ShowHide
Search and answers
benefitfocus.com ranks 2 on Google for the category's searches. In the answers, Benefitfocus takes 0% of first choices and Gusto takes 20%.
ShowHideIn search
Google, US estimatesPosition for “benefits administration platform”
2
Position for “benefits administration platforms”
2
- Searches for its name, Google
- 4,400 a month (“benefitfocus”)
- AI search demand for its name, est.
- 142 a month
- Organic visits to its site
- about 32,082 a month
- Searches its site ranks for
- 5,560 · 178 in the top three
- Sites linking to it
- 1,477
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 23 of 67 in benefits administration
Segment leader
20%
Gusto
- First choices
- 7 across its categories
- Named in
- 117 answers
- Its own site cited
- in 112 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 benefitfocus.com
618
subdomains included
Content
425
counted in the table below
Documentation
4
Product · Integration
99 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 283 | 5 | 2026-09-02 | Benefits administration | |
| Report or ebook | 36 | 1 | 2026-08-10 | Benefits administration | |
| Case study | 34 | 0 | 2025-12-11 | Benefits administration | |
| Podcast or video | 30 | 0 | 2026-06-22 | Benefits administration | |
| Template or tool | 25 | 1 | 2026-08-26 | Benefits administration | |
| Webinar or virtual event | 8 | 0 | 2026-05-20 | ||
| News or press | 7 | 0 | 2026-05-28 | ||
| Comparison | 2 | undated |
Most recent
- 2026-09-02Executive perspectives qa ralph bevilacqua blog
- 2026-08-26Open enrollment launch checklist template or tool
- 2026-08-10Open enrollment data action plan report or ebook
- 2026-08-07Pbm transparency compensation disclosures blog
- 2026-07-22Incentives dashboard overview blog
- 2026-07-21Back to school employee benefits blog
How it is countedHide how it is counted
Every page benefitfocus.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 Benefitfocus
What the judge wrote, as written, with how often. The vendor table decides that these count as Benefitfocus; a claim can dispute any of them.
Benefitfocus / BenefitPlace 1
Follow Benefitfocus
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
Benefitfocus is its own company.ShowHide
The company
Benefitfocus is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Simplifying Benefits Administration & Health Plans
- For
- Employers and health plans
- Certifications
- SOC 1 Type 2SOC 2 Type 2PCI-DSSHITRUST Certification
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, hosting, customers
What Benefitfocus's own pages state, read September 28, 2026: benefitfocus.com, benefitfocus.com/security, benefitfocus.com/platform, benefitfocus.com/solutions/partners. 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 Benefitfocus'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 Benefitfocus, 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 Benefitfocus by email, built from the raw record of the edition. It shows:
- where Benefitfocus 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 Benefitfocus, 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.