Flexible benefits and lifestyle spending accounts
Asked as “lifestyle spending account platform”, and as “flexible employee benefits platform”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
30%
Contested · Forma 19%
30Compt19Forma17Benepass34others
30% 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 a mid-market 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 head
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
06Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Compt30%
Compt30%02Forma19%
Forma19%03Benepass17%
Benepass17%04JOON11%
JOON11%05Rippling2%
Rippling2%06Espresa0%
Espresa0%What 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 4.20, 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.
Forma12%
5 of 42 labels negative · 5 of 12 models · 2 hard negative
“Avoid platforms with high implementation fees — Some enterprise-focused providers (like Forma) charge $10,000+ ... overkill” DeepSeek V4 Flash, budget prompt
Benefitfocus50%
4 of 8 labels negative · 4 of 12 models · 2 hard negative
“reviews frequently describe "worst support ever," constantly rotating account managers, glitches... Multiple reviewers literally say "stay away."−” DeepSeek V4 Flash, negative prompt
Benepass7%
3 of 42 labels negative · 3 of 12 models · 1 hard negative
“Avoid higher-end ones like Benepass/Forma/Espresa” Grok 4.20, budget prompt
Ben33%
2 of 6 labels negative · 2 of 12 models
“both Thanks Ben (Ben) and Benefex have faced heavy criticism from HR admins for "horrific" or "traumatizing" reporting capabilities” Gemini 3.5 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
65 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. 967 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page.
51 answers · 69 citations · 11 models
vendor site · Guideflow42 answers · 52 citations · 11 models
vendor site · G241 answers · 98 citations · 12 models
41 answers · 86 citations · 12 models
vendor site · Compt39 answers · 107 citations · 12 models
vendor site · Kota17 answers · 18 citations · 9 models
11 answers · 12 citations · 7 models
11 answers · 11 citations · 8 models
11 answers · 11 citations · 7 models
vendor site · Espresa10 answers · 14 citations · 5 models
10 answers · 13 citations · 8 models
10 answers · 12 citations · 10 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.
31 answers · 11 models
28 answers · 11 models
28 answers · 11 models
27 answers · 11 models
18 answers · 9 models
17 answers · 9 models
17 answers · 9 models
15 answers · 9 models
15 answers · 8 models
13 answers · 8 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Compt compt.io | 30% | 129 | 3,600 | 1,693 | 16,841 | 7 | 2 | |
| Forma forma.ai | 19% | 248 | 49,500 | 43,054 | 6,459 | |||
| Benepass getbenepass.com | 17% | 149 | 14,800 | 99 | 30,964 | 6 | ||
| JOON joon.io | 11% | 56 | 27,100 | 6,564 | 9,721 | |||
| Employee Navigator employeenavigator.com | 4% | 121 | 110,000 | 389 | 123,160 | |||
| Rippling rippling.com | 2% | 1438 | 301,000 | 17,886 | 712,399 | $42,013 | 115 | |
| Fringe fringe.us | 2% | 46 | 165,000 | 29,782 | 11,516 | 2 | ||
| Guideflow guideflow.com | 2% | 480 | 1 | 37,574 | ||||
| Namely namely.com | 2% | 44 | 8,100 | 4,616,131 | 42,113 | 0 | ||
| BambooHR bamboohr.com | 2% | 1074 | 90,500 | 551 | 1,055,247 | $44,698 | 106 |
Google's top ten for the three searches hold 21 sites; 6 of them are among the sites the models cited here (compt.io, espresa.com, g2.com, getbenepass.com, joinforma.com, myshortlister.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 a mid-market B2B company?”Paraphrase“Which flexible employee benefits platform would you recommend to a mid-sized B2B company?”Comparative“What are the top flexible benefits platforms and how do they differ?”Budget-constrained“What is the best lifestyle spending account platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a lifestyle spending account platform. What should we look at?”Negative“Which flexible benefits platforms should I avoid or be cautious about?”
Claude Haiku 4.5ComptBambooHRChangedFormano first choiceno first choicenothing named
Two alternatives
Benepass, FormaThree alternatives
Forma, Paycor, PaylocitySix alternatives
Ben, Benefitfocus, Benepass, Benify, Modern Health, Reward GatewayGPT-5.4 miniCompt, FormaEmployee NavigatorChangedno first choiceComptno first choicenothing named
One alternative
ThrivePassTwo alternatives
EverythingBenefits, RipplingOne alternative
JOONGemini 3.5 FlashFormaBenepassChangedBenepass, Compt, FormaComptno first choiceagainst: Ben, Benefex, Employee Benefits Corporation, Forma, Perkbox
Three alternatives
Benepass, Compt, JOONThree alternatives
Compt, Forma, RipplingThree alternatives
Ben, Benefex, FringeFour alternatives
Fijoya, Holisticly, JOON, PeopleKeepPerplexity SonarComptFormaChangedFormaagainst: ADP Workforce Now, BambooHR, Benefitfocus, Gusto, RipplingJOONagainst: Formano first choiceagainst: WEX Benefits
Two alternatives
Benepass, FormaFour alternatives
ADP Workforce Now, Gusto, Paycor, RipplingSeven alternatives
Benefex, Benepass, Benify, Compt, Perkbox, Reward Gateway, ZestOne alternative
ComptGrok 4.20Formaagainst: GuustoRipplingChangedFormaComptagainst: Benepass, Espresa, Forma, FringeBenepass, Comptagainst: Benefex
Two alternatives
Benepass, ComptSeven alternatives
Benepass, Employee Navigator, Forma, Gusto, Justworks, Paycor, PlanSourceSix alternatives
Benepass, Benify, Compt, Espresa, ThrivePass, ZestTwo alternatives
JOON, ThrivePassOne alternative
FormaMistral SmallBenepassFormaChangedFormaCompt, JOONno first choicenothing named
Two alternatives
Compt, FormaTwo alternatives
Justworks, KotaSix alternatives
Benepass, Compt, Heka, Perkbox, Rippling, ThrivePassTwo alternatives
Fringe, NHC National HealthClaimDeepSeek V4 FlashBenepassFormaChangedBenepass, Formaagainst: GustoJOONagainst: Benepass, Formano first choiceagainst: Benefitfocus, Fidelity, TriNet, TriNet Zenefits, WEX Benefits
Two alternatives
Compt, FormaThree alternatives
PlanSource, Rippling, ZestFive alternatives
Benify, Compt, Espresa, ThrivePass, ZestOne alternative
FringeSix alternatives
Benepass, Compt, Espresa, Forma, PeopleKeep, WEX BenefitsLlama 4 MaverickBenepass, Compt, Guideflowno first choiceChangedno first choiceComptno first choicenothing named
Qwen 3.7 FlashBenepass, ComptNamelyChangedno first choiceDivvy, Fizz, Rampagainst: Workdayno first choiceagainst: Ben, Benepass, HealthKey
One alternative
FavorablyTwo alternatives
Kota, PlanSourceThree alternatives
Deel, Nuvio, RemoteKimi K2BenepassFormaChangedFormaagainst: Dayforce, Oracle Fusion Cloud HCM, WorkdayCompt, JOONno first choiceagainst: Benefitfocus, Eden Health, Forma
Two alternatives
Compt, FormaFour alternatives
BambooHR, Gusto, Namely, RipplingSix alternatives
Ben, Benepass, Compt, Happl, Perkbox, ZestThree alternatives
Forma, Fringe, MotivosityGLM 4.7 FlashXCompt, FormaEmployee NavigatorChangedno first choiceFringe, JOONno first choiceagainst: Benefitfocus, Navia Benefit Solutions, Paylogix, PlanSource, Worksmile, bswift
Three alternatives
Benepass, Espresa, ThrivePassFour alternatives
Benepass, CIPHR, Lively, Maxwell HealthTwo alternatives
Benepass, HeathadeMiniMax M2.5BenepassFormaChangedFormaBenafica, Comptno first choicenothing named
Two alternatives
Compt, FormaOne alternative
BenepassFive alternatives
ADP Workforce Now, Benepass, Compt, Gusto, RipplingOne alternative
FormaBold 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 18:11 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:47 | yes | 3 | 10 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:24 | yes | 20 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:27 | 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 18:33 | yes | 35 | 21 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:25 | yes | 9 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:13 | yes | 22 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:08 | yes | 10 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:16 | yes | 11 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 17 | 65 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:36 | yes | 7 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:40 | yes | 15 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:23 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:04 | yes | 13 | 41 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:45 | yes | 19 | 5 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 18:51 | yes | 41 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:46 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:02 | yes | 22 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:49 | yes | 5 | 4 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:13 | yes | 5 | 21 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:18 | yes | 10 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:44 | yes | 13 | 130 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:55 | yes | 19 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:41 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:17 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:56 | yes | 14 | 53 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:14 | yes | 20 | 8 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 21:31 | yes | 39 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:56 | yes | 11 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:21 | yes | 27 | 62 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:57 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:41 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:54 | yes | 17 | 53 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:26 | yes | 13 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:22 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:58 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:18 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 22:07 | yes | 29 | 53 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:34 | yes | 20 | 7 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 19:10 | yes | 38 | 20 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:43 | yes | 10 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:23 | yes | 19 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:23 | no | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:04 | yes | 10 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 22 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:08 | yes | 12 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:27 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:47 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:39 | yes | 11 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:36 | yes | 20 | 8 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 18:37 | yes | 11 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:29 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:27 | yes | 18 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:28 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:47 | yes | 9 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:20 | yes | 13 | 75 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:55 | yes | 10 | 232 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:43 | yes | 5 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:45 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:55 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:51 | yes | 16 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:16 | yes | 20 | 7 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 20:52 | yes | 24 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:23 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:20 | yes | 17 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:38 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:07 | yes | 13 | 59 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:02 | yes | 29 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:56 | yes | 29 | 23 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 21:04 | no | 0 | 12 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
Navia read as Navia Benefit Solutions
Oracle Cloud HCM read as Oracle Fusion Cloud HCM
WEX read as WEX Benefits
Workday HCM read as Workday
Zenefits read as TriNet Zenefits
Unresolved, counted raw
Abound
Benafica
Benello
Eden Health
Favorably
Fijoya
Fizz
FlexPath (by SBCBS)
Heathade
Heka
LIVD App
NHC National HealthClaim
Nuvio
Discontinued, still offered
No shut-down product was recommended here.