Index › Compensation and total rewards › Flexible benefits › Small business › September 2026 Edition
Flexible benefits and lifestyle spending accounts for small business buyers
Asked as “lifestyle spending account platform”, and as “flexible employee benefits platform”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
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 a small 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 vendor page.
Head to head
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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Compt37%
Compt37%02JOON17%
JOON17%03Benepass15%
Benepass15%04Forma12%
Forma12%05Gusto8%
Gusto8%06Justworks2%
Justworks2%07Rippling0%
Rippling0%02What they warned about
Zero of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, 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.
Forma24%
10 of 41 labels negative · 6 of 12 models · 3 hard negative
“**Enterprise platforms** (like Forma or Espresa) often require **annual contracts starting at $10,000+** – definitely not worth it” DeepSeek V4 Flash, budget prompt
Benepass22%
8 of 37 labels negative · 6 of 12 models · 2 hard negative
“What to avoid on a tight budget - **Card-first platforms** (like Benepass) typically cost **$4–$12 per employee per month**” DeepSeek V4 Flash, budget prompt
Paychex Flex83%
5 of 6 labels negative · 5 of 12 models · 1 hard negative
“Avoid or be cautious with: Benefitfocus, Paychex Flex... critical of its customer support” GLM 4.7 FlashX, negative prompt
Ben
56%
5 of 9 labels negative · 4 of 12 models · 2 hard negative
“Avoid tools with clunky, error-prone reporting. Even some modern, beautifully designed platforms (such as *Thanks Ben*) have faced user complaints” Gemini 3.5 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 957 links across 191 sites, every framing counted. Ranked by the number of answers carrying the site or page.
45 answers · 89 citations · 10 models
39 answers · 52 citations · 10 models
vendor site · Guideflow36 answers · 46 citations · 10 models
35 answers · 75 citations · 11 models
vendor site · Compt30 answers · 109 citations · 10 models
18 answers · 18 citations · 9 models
17 answers · 17 citations · 8 models
vendor site · GoKlaim16 answers · 31 citations · 9 models
vendor site · Gusto16 answers · 28 citations · 9 models
vendor site · Kota15 answers · 20 citations · 10 models
15 answers · 17 citations · 6 models
vendor site · Rippling15 answers · 17 citations · 8 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.
30 answers · 10 models
27 answers · 10 models
25 answers · 9 models
25 answers · 10 models
20 answers · 10 models
18 answers · 9 models
17 answers · 8 models
17 answers · 8 models
15 answers · 9 models
14 answers · 8 models
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 a small B2B company?”Paraphrase“Which flexible employee benefits platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top flexible benefits platforms for a small team and how do they differ?”Budget-constrained“What is the best lifestyle spending account platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a lifestyle spending account platform. What should we look at?”Negative“Which flexible benefits platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5ComptGusto, JustworksChangedGustoCompt, JOONagainst: Benepassno first choicenothing named
Three alternatives
Benepass, JOON, PeopleKeepOne alternative
SelerixFour alternatives
Ben, Ease, Justworks, RemoteOne alternative
ThrivePassGPT-5.4 miniBenepassFormaChangedForma, Livelyagainst: BambooHRCompt, PEXagainst: Wellhubno first choicenothing named
Two alternatives
Compt, FormaThree alternatives
Benepass, Employee Navigator, GustoFive alternatives
Ease, Employee Navigator, Gusto, Justworks, RipplingTwo alternatives
Awardco, HolisticlyGemini 3.5 FlashJOONagainst: Benepass, Espresa, FormaComptChangedJOONJOONJOONagainst: Espresa, Formaagainst: Ben, Benepass, Forma, Fringe, WEX
Three alternatives
Compt, Fringe, PeopleKeep / WorkPerksThree alternatives
Fringe, Gusto, RipplingThree alternatives
Compt, Fringe, PerkUpThree alternatives
Compt, Fringe, RampTwo alternatives
Benepass, ComptPerplexity SonarComptFormaChangedBenepass, Formaagainst: Justworks, RipplingJOONno first choicenothing named
Three alternatives
Benepass, Forma, JOONOne alternative
GustoTwo alternatives
Compt, GustoTwo alternatives
Compt, FormaGrok 4.1 FastComptGustoChangedagainst: BambooHR, TriNet ZenefitsGustoBenepass, JOONagainst: Compt, Expensify, Forma, FringeBenepass, Comptagainst: ADP TotalSource, Ben, Deel, Justworks, Oracle Fusion Cloud HCM, Paycor, SAP SuccessFactors, TriNet, Workday
Three alternatives
Benepass, Forma, JOONTwo alternatives
Forma, RipplingSix alternatives
BambooHR, Benepass, Forma, PeopleKeep, Rippling, TriNet ZenefitsTwo alternatives
Espresa, FormaMistral SmallBenepass, ComptFormaChangedForma, GustoFringe, JOONno first choiceagainst: Gusto, Take Command, TriNet
One alternative
FormaTwo alternatives
Benepass, JustworksTwo alternatives
BambooHR, TriNet ZenefitsTwo alternatives
Compt, FormaDeepSeek V4 FlashJOONagainst: Benepass, FormaBenepassChangedagainst: FormaGoKlaim, Gustoagainst: BambooHRJOONagainst: Benepass, Espresa, FormaComptagainst: Aon Affinity, Ben, Benefitfocus, Deel, Gusto, Justworks, Paychex Flex, Perkbox, PlanSource, Rippling, Vivup, Zest, bswift
One alternative
ComptOne alternative
GustoFour alternatives
Ben, Forma, Happl, ZestOne alternative
ComptFour alternatives
Benepass, Forma, JOON, MaxwellLlama 4 MaverickComptForma, KotaChangedno first choiceComptno first choicenothing named
One alternative
BenepassTwo alternatives
Benepass, FormaQwen 3.7 FlashComptGustoChangedBenepassComptagainst: Benepass, Forma, ThrivePassno first choiceagainst: Ben, Benefitfocus, Coverflex, Paychex Flex, PlanSource, bswift
One alternative
BenepassThree alternatives
BenefitHub, Justworks, RipplingFour alternatives
Forma, Gusto, Justworks, RipplingOne alternative
JOONKimi K2ComptGustoChangedForma, GoKlaimHolisticlyagainst: Compt, FormaComptagainst: Benepass, Espresaagainst: ADP RUN/Workforce Now, Paychex Flex, TriNet, TriNet Zenefits
Two alternatives
Benepass, FormaThree alternatives
Benepass, Compt, FormaThree alternatives
Ben, Gusto, JustworksThree alternatives
Benepass, JOON, ThrivePassGLM 4.7 FlashXComptagainst: FormaKotaChangedFormaBenepassno first choiceagainst: Benefitfocus, BerniePortal, Namely, Paychex Flex, TriNet Zenefits, VensureHR
Two alternatives
Benepass, JOONTwo alternatives
BeniPlus, DeciselyFour alternatives
BambooHR, Gusto, Rippling, TriNet ZenefitsTwo alternatives
Compt, EspresaMiniMax M2.5BenepassCompt, FormaChangedGustoComptagainst: BenepassBenepass, Compt, Formaagainst: Paychex Flex
Two alternatives
Compt, LivelyOne alternative
GustoFour alternatives
GoKlaim, Justworks, Perkbox, RipplingOne alternative
FormaBold 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.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:57 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:12 | yes | 2 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:44 | yes | 18 | 39 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:15 | yes | 15 | 7 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:52 | yes | 26 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:34 | yes | 7 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:42 | yes | 20 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:34 | yes | 11 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 15 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:50 | yes | 29 | 159 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:52 | yes | 5 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:58 | yes | 18 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:20 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:21 | yes | 10 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 20:37 | yes | 20 | 8 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 19:06 | yes | 33 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:13 | yes | 15 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:59 | yes | 18 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:39 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:02 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:39 | yes | 22 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:23 | yes | 26 | 80 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:59 | yes | 9 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:36 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 21:36 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:03 | yes | 20 | 46 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 21:04 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:42 | yes | 28 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:52 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:10 | yes | 28 | 97 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:31 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:56 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:48 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:16 | yes | 33 | 110 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:32 | yes | 13 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:45 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:45 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:48 | yes | 21 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:31 | yes | 17 | 6 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 19:16 | yes | 33 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:44 | yes | 9 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:31 | yes | 18 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:01 | yes | 21 | 137 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:04 | yes | 24 | 33 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:10 | yes | 19 | 107 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:04 | yes | 16 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:46 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:29 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:08 | yes | 12 | 56 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:25 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 21:05 | yes | 15 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:51 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:38 | yes | 13 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:30 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:31 | yes | 8 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:32 | yes | 12 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:19 | yes | 23 | 108 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:22 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:01 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:38 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:53 | yes | 23 | 39 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:14 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-09-17 20:09 | yes | 42 | 24 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:26 | yes | 10 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:37 | yes | 28 | 71 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:49 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:21 | yes | 10 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:00 | yes | 29 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:19 | yes | 13 | 71 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:54 | yes | 10 | 18 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
Oracle HCM read as Oracle Fusion Cloud HCM
Paychex read as Paychex Flex
Workday Benefits read as Workday
Zenefits read as TriNet Zenefits
Zenefits (TriNet) read as TriNet Zenefits
Zenefits (now TriNet Zenefits) read as TriNet Zenefits
Zenefits (now part of TriNet) read as TriNet Zenefits
Unresolved, counted raw
ADP RUN/Workforce Now
Aon Affinity
Avantus
BeniPlus
Breathe
Cegid
Decisely
Expensify
Human Interest
Lumen
Maxwell
PEX
PeopleKeep / WorkPerks
PeopleKeep/StretchDollar
PerkUp
Tango Card
Thaya
Ubiquity
Discontinued, still offered
No shut-down product was recommended here.