Index › HR › Compensation and total rewards › Flexible benefits › Enterprise · September 2026 Edition
Flexible benefits and lifestyle spending accounts for enterprise buyers
Asked as “lifestyle spending account platform”, and as “flexible employee benefits platform”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
38%
Contested · Forma 29%
38Compt29Forma11Benepass22others
38% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Compt38%
Compt38%02Forma29%
Forma29%03Benepass11%
Benepass11%04ADP Workforce Now4%
ADP Workforce Now4%05bswift4%
bswift4%06Benefitfocus4%
Benefitfocus4%07Workday2%
Workday2%08Fringe2%
Fringe2%09Espresa0%
Espresa0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Benefitfocus37%
7 of 19 labels negative · 6 of 12 models · 1 hard negative
“Benefitfocus (High Caution/Avoid if Support is Critical)” Grok 4.20, negative prompt
Gusto100%
4 of 4 labels negative · 4 of 12 models · 2 hard negative
“Platforms Built for Small/Mid‑Market Only - Examples: Gusto, BambooHR ... quickly become a bottleneck at enterprise scale.” GLM 4.7 FlashX, negative prompt
TriNet Zenefits100%
4 of 4 labels negative · 4 of 12 models · 1 hard negative
“Platforms to avoid: Gusto, BambooHR, TriNet Zenefits” Gemini 3.5 Flash, negative prompt
Ben57%
4 of 7 labels negative · 4 of 12 models
“Some organizations have flagged platforms like Ben (Thanks Ben) for disappointing reporting capabilities in user discussions.” Qwen 3.7 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1062 links across 225 sites, every framing counted. Ranked by the number of answers carrying the site or page.
51 answers · 81 citations · 12 models
46 answers · 106 citations · 12 models
vendor site · Guideflow43 answers · 56 citations · 11 models
vendor site · Compt37 answers · 114 citations · 12 models
vendor site · G234 answers · 62 citations · 12 models
vendor site · Kota24 answers · 24 citations · 10 models
vendor site · Espresa20 answers · 29 citations · 11 models
16 answers · 18 citations · 9 models
vendor site · Gartner15 answers · 21 citations · 9 models
14 answers · 15 citations · 9 models
13 answers · 13 citations · 8 models
12 answers · 18 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
29 answers · 11 models
28 answers · 11 models
27 answers · 11 models
26 answers · 11 models
24 answers · 11 models
23 answers · 10 models
19 answers · 11 models
15 answers · 10 models
15 answers · 9 models
15 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best lifestyle spending account platform”, “flexible benefits platforms”, “lifestyle spending account platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Compt compt.io | 38% | 129 | 3,600 | 1,693 | 16,841 | 7 | 2 |
| Forma forma.ai | 29% | 248 | 49,500 | 43,054 | 6,459 | ||
| Benepass getbenepass.com | 11% | 149 | 14,800 | 99 | 30,964 | 6 | |
| ADP parent site ADP Workforce Now 4% | 4% | 508 | 2,740,000 | 23,897 | |||
| bswift bswift.com | 4% | 69 | 18,100 | 358 | 187,252 | 8 | |
| Benefitfocus benefitfocus.com | 4% | 109 | 4,400 | 142 | 32,082 | 3 | |
| Workday workday.com | 2% | 352 | 1,220,000 | 23,848 | 2,213,450 | 80 | |
| Benify | 2% | 720 | 21 | ||||
| Fringe fringe.us | 2% | 46 | 165,000 | 29,782 | 11,516 | 2 | |
| Benevity benevity.com | 2% | 1 | 20,297 | 11 |
Google's top ten for the three searches hold 21 sites; 5 of them are among the sites the models cited here (compt.io, espresa.com, g2.com, getbenepass.com, joinforma.com). The first result for “best lifestyle spending account platform” is joinforma.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best lifestyle spending account platform for an enterprise B2B company?”Paraphrase“Which flexible employee benefits platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade flexible benefits platforms and how do they differ?”Budget-constrained“What is the best lifestyle spending account platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a lifestyle spending account platform. What should we look at?”Negative“Which flexible benefits platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5BenepassWorkdayChangedFormaBenepassno first choiceagainst: Benefitfocus
Two alternatives
Forma, WEX BenefitsThree alternatives
Ben, Benefitfocus, FormaFour alternatives
ADP Workforce Now, Benefex, Benefitfocus, BenepassOne alternative
ComptGPT-5.4 miniFormaagainst: ThrivePassBenefitfocus, bswiftChangedBenepass, Formaagainst: ADP benefits modulesComptno first choiceagainst: Ben, CIPHR, Forma, Gusto, P&A Group, TriNet, TriNet Zenefits
Two alternatives
Benepass, EspresaOne alternative
Alight SolutionsFive alternatives
Benefitfocus, Benify, Dayforce, Espresa, SAP SuccessFactors Employee Central Global BenefitsTwo alternatives
Espresa, FormaGemini 3.5 FlashFormaFormaHeldFormaFormano first choiceagainst: ADP TotalSource, ADP Workforce Now, Alight Solutions, BambooHR, Benefitfocus, Fringe, Gusto, Paycom, Paylocity, Rippling, TriNet Zenefits, bswift
Two alternatives
Benepass, ComptSix alternatives
Benefitfocus, Benepass, Benify, Businessolver, Mercer Marsh Benefits (MMB) Darwin, bswiftFour alternatives
Benepass, Compt, Espresa, FringeThree alternatives
Benepass, Compt, EspresaPerplexity SonarComptADP Workforce Now, FormaChangedFormaComptno first choicenothing named
Four alternatives
Benepass, Espresa, Forma, JOONThree alternatives
Alight Solutions, Deel, bswiftSeven alternatives
ADP Workforce Now, Benefitfocus, Benepass, Benify, Compt, Workday, bswiftTwo alternatives
Benepass, FormaGrok 4.20ComptADP Workforce NowChangedBenefitfocus, PlanSourceagainst: Benepass, Forma, Oracle Fusion Cloud HCM, UKG Pro, WorkdayComptagainst: Benepass, FormaComptagainst: Ben, Benefex, Benefitfocus, Happl, TriNet Zenefits, Zest
Two alternatives
Benepass, FormaFour alternatives
Benefitfocus, Forma, Workday, bswiftTwo alternatives
ADP Workforce Now, bswiftTwo alternatives
Benepass, FormaMistral SmallBenepass, FormaFormaChangedagainst: WorkdayFormaComptagainst: Benepass, Espresano first choicenothing named
One alternative
ComptThree alternatives
Benepass, Oracle Fusion Cloud HCM, WorkdayDeepSeek V4 FlashBenepass, FormaFormaChangedFormaagainst: BambooHR, Gusto, TriNet ZenefitsComptagainst: BenepassBenepassagainst: Formaagainst: Ben, Benefitfocus, Deel, Forma, Happl, Perkbox, Rippling, Zest, bswift
One alternative
ComptSix alternatives
ADP Workforce Now, Employee Navigator, Kota, Rippling, Workday, ZestFour alternatives
Benefex, Benefitfocus, Benepass, PlanSourceOne alternative
FringeTwo alternatives
Compt, WEX BenefitsLlama 4 MaverickCompt, Formano first choiceChangedno first choiceComptComptnothing named
Two alternatives
Benepass, WEX BenefitsQwen 3.7 FlashComptBenefitfocus, BenifyChangedBenefitHub, Benepassagainst: BenefitfocusBenevityno first choiceagainst: Ben, Benefitfocus
Three alternatives
Benepass, Espresa, FormaOne alternative
FormaFour alternatives
Dayforce, Stellex, UKG Pro, WorkdayTwo alternatives
Compt, JOONKimi K2FormaFormaHeldagainst: WorkdayBenepass, FormaCompt, Fringeno first choiceagainst: ASI Flex, BenefitWallet, Benefitfocus, Navia Benefit Solutions, Via Benefits
Three alternatives
Benepass, Compt, EspresaTwo alternatives
Benefitfocus, bswiftThree alternatives
Benefex, Oracle Fusion Cloud HCM, WorkdayTwo alternatives
Forma, ThrivePassGLM 4.7 FlashXComptbswiftChangedFormaComptagainst: Benepassno first choiceagainst: BambooHR, Gusto
Three alternatives
Benepass, Forma, HolisticlyFive alternatives
Alight Solutions, Benefex, Happl, Oracle Fusion Cloud HCM, UKG ProSix alternatives
ADP Workforce Now, Alight Solutions, Oracle Fusion Cloud HCM, Rippling, UKG Pro, WorkdayMiniMax M2.5ComptFormaChangedBenify, FormaComptno first choicenothing named
Two alternatives
Benepass, FormaTwo alternatives
ADP Workforce Now, RipplingFour alternatives
Benefitfocus, Benepass, Reward Gateway, ZestTwo alternatives
Benepass, EspresaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:17 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:16 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:00 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:39 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:05 | yes | 26 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:38 | yes | 10 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:34 | yes | 24 | 62 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:29 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:22 | yes | 7 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:16 | yes | 8 | 56 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:17 | yes | 26 | 49 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:21 | yes | 6 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:42 | yes | 14 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:56 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:13 | yes | 27 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:57 | yes | 20 | 7 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:30 | yes | 35 | 19 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:59 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 17:54 | yes | 10 | 10 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:06 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:00 | yes | 10 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:03 | yes | 17 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:06 | yes | 14 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:04 | yes | 10 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:31 | yes | 10 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:08 | yes | 17 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:43 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:14 | yes | 31 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:10 | yes | 22 | 19 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:07 | yes | 14 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:12 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:45 | yes | 13 | 33 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:34 | yes | 40 | 95 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:45 | yes | 17 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:23 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:24 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:47 | yes | 14 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:20 | yes | 20 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:20 | yes | 17 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:38 | yes | 10 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:15 | yes | 22 | 44 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:45 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:42 | yes | 14 | 57 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:04 | yes | 22 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:10 | yes | 19 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:46 | yes | 12 | 58 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:37 | yes | 24 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:29 | yes | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:33 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:57 | yes | 20 | 14 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:18 | yes | 17 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:14 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:01 | yes | 24 | 27 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:19 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:07 | yes | 14 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:27 | yes | 12 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:10 | yes | 9 | 105 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:00 | yes | 5 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:46 | yes | 37 | 14 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:12 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:37 | yes | 23 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:59 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:08 | yes | 23 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:56 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:13 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:34 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:32 | yes | 8 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:44 | yes | 29 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:53 | yes | 26 | 73 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:24 | yes | 20 | 43 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ADP read as ADP Workforce Now
Alight read as Alight Solutions
Ceridian Dayforce read as Dayforce
Navia read as Navia Benefit Solutions
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
Oracle Cloud HCM (Oracle Benefits) read as Oracle Fusion Cloud HCM
Oracle HCM read as Oracle Fusion Cloud HCM
WEX read as WEX Benefits
Workday HCM read as Workday
Workday HCM Benefits read as Workday
Zenefits read as TriNet Zenefits
Unresolved, counted raw
ADP benefits modules
ASI Flex
Beneflo
Bentek
Castlight Navigation
Cora
FlexGenius
Great Work Perks
Lifestyle Spending
Mercer Marsh Benefits (MMB) Darwin
SAP SuccessFactors Employee Central Global Benefits
Stellex
Via Benefits
Discontinued, still offered
No shut-down product was recommended here.