Compt vs Fringe
Eight of fourteen models named Compt first on the direct prompt; zero named Fringe. Compt was named by fourteen of the fourteen models and Fringe by nine and Compt carries 41 labels and Fringe 15, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the flexible benefits and lifestyle spending accounts page.
By framing
ComptFirst choices, of fourteen modelsFringe
Across every category in the October 2026 Edition, Compt and Fringe were named in the same answer thirty-two times, of the 129 answers naming Compt and the 37 naming Fringe. In those answers Fringe took the first choice three times and Compt twelve.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | | ||||
| MiniMax M2.5 | | | | | ||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | |
Compt Fringe first choice named as an alternative argued againstblank: not namedEach cell is one answer, Compt on the left and Fringe on the right.The direct prompt
Compt first, Fringe not the choice
8 of 14 modelsFringe was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Compt37%#1 of 10Fringe2%#7 of 10What the models said about Compt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“it's more of a premium-feeling platform than the cheapest route” GPT-5.4 mini · budget prompt · soft negative
“Choose Compt if you want to offer flexible lifestyle stipends, want to keep unspent budget in the company's pocket, and need robust tax automation” Gemini 3.5 Flash · paraphrase prompt · first choice
“Compt | Payroll-integrated, tax-compliant reimbursement at mid/large companies | Strong reporting, guardrails, payroll integration” DeepSeek V4 Flash · scale prompt · first choice
“Compt’s flat annual software fee + pay-only-on-claims model … is the most budget-predictable reimbursement-first option” Muse Glimmer 30B · budget prompt · first choice
What the models said about Fringe
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best for Lowest Entry Cost: Thrivepass or Fringe” Qwen 3.7 Flash · budget prompt · first choice
“Choose Fringe if you want to consolidate perks and maximize employee engagement through a marketplace.” GLM 4.7 FlashX · budget prompt · alternative
“Want marketplace (not reimbursements) | Fringe | Curated catalog, simple PEPM pricing” Kimi K2 · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.