HR AI Index
Index 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
Contested
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.

01The 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
01Compt38%0%33endorsed leader
02Forma29%11%46accepted challenger
03Benepass11%12%41accepted challenger
04bswift4%20%10accepted challenger
05Benefitfocus4%37%19criticized challenger
06Workday2%20%15accepted challenger
07Fringe2%9%11accepted challenger
Show the one product at 0%, ordered by negative rate
08Espresa0%6%17accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Compt38%
02Forma29%
03Benepass11%
04bswift4%
05Benefitfocus4%
06Workday2%
07Fringe2%
08Espresa0%

02What 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 4.1 Fast, 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.
Benefitfocus
37%
7 of 19 labels negative · 6 of 12 models · 1 hard negative
“**Benefitfocus** (High Caution/Avoid if Support is Critical)” Grok 4.1 Fast, negative prompt
Gusto
100%
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 Zenefits
100%
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
Ben
57%
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

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

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. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 963 links across 208 sites, every framing counted. Ranked by the number of answers carrying the site or page.

47 answers · 70 citations · 11 models
42 answers · 91 citations · 11 models
vendor site · Guideflow40 answers · 53 citations · 10 models
vendor site · Compt33 answers · 103 citations · 11 models
32 answers · 59 citations · 11 models
vendor site · Kota24 answers · 24 citations · 10 models
vendor site · Espresa17 answers · 25 citations · 10 models
16 answers · 18 citations · 9 models
vendor site · Gartner14 answers · 20 citations · 8 models
vendor site · FitGap14 answers · 15 citations · 9 models
12 answers · 14 citations · 9 models
12 answers · 12 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.

04How 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.
ModelDirect“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 4.5Benepass
Two alternativesForma, WEX
WorkdayChanged
Three alternativesBen, Benefitfocus, Forma
Forma
Four alternativesADP, Benefex, Benefitfocus, Benepass
Benepass
One alternativeCompt
no first choiceagainst: Benefitfocus
GPT-5.4 miniForma
Two alternativesBenepass, Espresa
against: ThrivePass
Benefitfocus, bswiftChanged
One alternativeAlight Solutions
Benepass, Forma
Five alternativesBenefitfocus, Benify, Dayforce, Espresa, SAP SuccessFactors Employee Central Global Benefits
against: ADP benefits modules
Compt
Two alternativesEspresa, Forma
no first choiceagainst: Ben, CIPHR, Forma, Gusto, P&A Group, TriNet, TriNet Zenefits
Gemini 3.5 FlashForma
Two alternativesBenepass, Compt
FormaHeld
Six alternativesBenefitfocus, Benepass, Benify, Businessolver, Mercer Marsh Benefits (MMB) Darwin, bswift
Forma
Four alternativesBenepass, Compt, Espresa, Fringe
Forma
Three alternativesBenepass, Compt, Espresa
no first choiceagainst: ADP TotalSource, ADP Workforce Now, Alight Solutions, BambooHR, Benefitfocus, Fringe, Gusto, Paycom, Paylocity, Rippling, TriNet Zenefits, bswift
Perplexity SonarCompt
Four alternativesBenepass, Espresa, Forma, JOON
ADP, FormaChanged
Three alternativesAlight Solutions, Deel, bswift
Forma
Seven alternativesADP, Benefitfocus, Benepass, Benify, Compt, Workday, bswift
Compt
Two alternativesBenepass, Forma
no first choicenothing named
Grok 4.1 FastCompt
Two alternativesBenepass, Forma
ADP Workforce NowChanged
Four alternativesBenefitfocus, Forma, Workday, bswift
Benefitfocus, PlanSource
Two alternativesADP Workforce Now, bswift
against: Benepass, Forma, Oracle Fusion Cloud HCM, UKG Pro, Workday
Comptagainst: Benepass, FormaCompt
Two alternativesBenepass, Forma
against: Ben, Benefex, Benefitfocus, Happl, TriNet Zenefits, Zest
Mistral SmallBenepass, Forma
One alternativeCompt
FormaChangedagainst: WorkdayForma
Three alternativesBenepass, Oracle Fusion Cloud HCM, Workday
Comptagainst: Benepass, Espresano first choicenothing named
DeepSeek V4 FlashBenepass, Forma
One alternativeCompt
FormaChanged
Seven alternativesADP, ADP Workforce Now, Employee Navigator, Kota, Rippling, Workday, Zest
Forma
Four alternativesBenefex, Benefitfocus, Benepass, PlanSource
against: BambooHR, Gusto, TriNet Zenefits
Compt
One alternativeFringe
against: Benepass
Benepass
Two alternativesCompt, WEX
against: Forma
against: Ben, Benefitfocus, Deel, Forma, Happl, Perkbox, Rippling, Zest, bswift
Llama 4 MaverickCompt, Formano first choiceChangedno first choiceComptCompt
Two alternativesBenepass, WEX
nothing named
Qwen 3.7 FlashCompt
Three alternativesBenepass, Espresa, Forma
Benefitfocus, BenifyChanged
One alternativeForma
BenefitHub, Benepass
Four alternativesDayforce, Stellex, UKG Pro, Workday
against: Benefitfocus
Benevity
Two alternativesCompt, JOON
no first choiceagainst: Ben, Benefitfocus
Kimi K2Forma
Three alternativesBenepass, Compt, Espresa
FormaHeld
Two alternativesBenefitfocus, bswift
against: Workday
Benepass, Forma
Three alternativesBenefex, Oracle Fusion Cloud HCM, Workday
Compt, Fringe
Two alternativesForma, ThrivePass
no first choiceagainst: ASI Flex, BenefitWallet, Benefitfocus, Navia Benefit Solutions, Via Benefits
GLM 4.7 FlashXCompt
Three alternativesBenepass, Forma, Holisticly
bswiftChanged
Five alternativesAlight Solutions, Benefex, Happl, Oracle Fusion Cloud HCM, UKG Pro
Forma
Six alternativesADP Workforce Now, Alight Solutions, Oracle Fusion Cloud HCM, Rippling, UKG Pro, Workday
Comptagainst: Benepassno first choiceagainst: BambooHR, Gusto
MiniMax M2.5Compt
Two alternativesBenepass, Forma
FormaChanged
Two alternativesADP, Rippling
Benify, Forma
Four alternativesBenefitfocus, Benepass, Reward Gateway, Zest
Comptno first choice
Two alternativesBenepass, Espresa
nothing named
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:17yes97 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:16yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:00yes1825 s
Direct recommendationPerplexity Sonarsonar2026-09-17 18:39yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:05yes2620 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 19:38yes1010 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 18:34yes2462 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 20:29yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:22yes729 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:16yes856 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:17yes2649 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:21yes616 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:42yes149 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:56yes37 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 20:13yes2721 s
ParaphrasePerplexity Sonarsonar2026-09-17 20:57yes207 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:30yes3519 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 17:59yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 17:54yes1010 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:06yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:00yes1019 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:03yes1733 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:06yes1456 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:04yes1020 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:41yes97 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:31yes1015 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:08yes1730 s
ComparativePerplexity Sonarsonar2026-09-17 18:43yes2010 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:14yes3118 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 18:10yes2219 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:07yes1420 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:39yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:12no032 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:45yes1333 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:34yes4095 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:45yes1732 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:23yes189 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:24yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:47yes1430 s
Budget constrainedPerplexity Sonarsonar2026-09-17 18:20yes206 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:20yes1712 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:38yes106 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:15yes2244 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:45yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:42yes1457 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:04yes2256 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:10yes1948 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:46yes1258 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:37yes2413 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:29yes011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:33no017 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:57yes2014 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:18yes1718 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 18:14no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:01yes2427 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 21:19yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:07yes1438 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:27yes1234 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:10yes9105 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:00yes513 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:46yes3714 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:12yes66 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:37yes2329 s
Negative framingPerplexity Sonarsonar2026-09-17 18:59yes208 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:08yes2316 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 19:56yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:13yes2430 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:34yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 21:32yes822 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:44yes2958 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:53yes2673 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:24yes2043 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
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
Workday HCM read as Workday
Workday HCM Benefits read as Workday
Zenefits read as TriNet Zenefits
Unresolved, counted raw
ADP benefits modules
ASI Flex
Alegeus
BenefitWallet
Beneflo
Benevity
Bentek
Castlight Navigation
Cora
FlexGenius
Great Work Perks
HealthEquity
Lifestyle Spending
Mercer Marsh Benefits (MMB) Darwin
P&A Group
Pluxee/Edenred
SAP SuccessFactors Employee Central Global Benefits
Stellex
Via Benefits
Discontinued, still offered
No shut-down product was recommended here.
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