Contractor payments · September 2026 Edition
Rippling vs Routable
Two of twelve models named Rippling first on the direct prompt; two named Routable. Rippling was named by ten of the twelve models and Routable by nine and Rippling carries 27 labels and Routable 11, so the shares are not directly comparable.
Named in four categories this edition.
Named in one category this edition.
First-choice share7%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate11%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 14; printed, not drawn.
Labels2711A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Rippling reading right to left. Rank and label count are printed, not drawn.Deel was named alongside these two in ten of the twelve direct answers. Deel vs Rippling · Deel vs Routable · Square Payroll vs Rippling
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the contractor payments page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
RipplingFirst choices, of twelve modelsRoutable
Direct22
Paraphrase00
Comparative001 against Rippling
Budget-constrained00
Scale-constrained10
Negative002 against Rippling
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Rippling and Routable stood in it.
| 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 | | | |
Rippling Routable first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling on the left and Routable on the right.The direct prompt
The plain question, one answer per model, grouped by where Rippling and Routable stood in it.
Rippling first, Routable an alternative
2 of 12 modelsRoutable was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashRippling alternatives: Deel, Remote, Tipalti, Wingspan
Grok 4.1 FastRippling alternatives: BILL, Deel, Gusto, Routable
Routable first, Rippling not the choice
2 of 12 modelsRippling was named in the answer but not as the choice, or not at all.Mistral SmallRoutable alternatives: Deel, Tipalti, Wingspan
Llama 4 MaverickRoutable alternatives: BILL, Wingspan
Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.DeepSeek V4 FlashTipalti alternatives: BILL, Deel, Routable, Wingspan, Worksuite
Qwen 3.7 FlashTipalti alternatives: Deel, Routable
Kimi K2BILL, Gusto alternatives: Routable, Tipalti, Wingspan
GLM 4.7 FlashXDeel, Remote alternatives: Gusto, Oyster / Rippling Global, Routable
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Worksuite alternatives: Deel, Tipalti
GPT-5.4 miniDeel alternatives: Gusto, Tipalti
Perplexity SonarDeel alternatives: Remote, Tipalti
MiniMax M2.5Deel alternatives: Gusto, Tipalti
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
The order flips: Rippling leads at mid-market.
Rippling7%#4 of 14Routable5%#8 of 14Enterprise
The order flips: Routable leads at enterprise.
Routable18%#2 of 11Rippling4%#7 of 11What the models said about Rippling
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“All-in-one software suites like Rippling offer excellent unified systems, but they can be a poor fit for companies primarily looking to pay contractors.” Gemini 3.5 Flash · negative prompt · soft negative
“While generally a strong HR/payroll platform, some small business reviews mention holds or reconciliation issues.” GLM 4.7 FlashX · negative prompt · soft negative
“May be heavier than needed if you only want payouts” GPT-5.4 mini · comparative prompt · soft negative
“Start with Rippling if you're B2B with mixed workforce/HR needs—it's the most comprehensive for mid-market growth.” Grok 4.1 Fast · direct prompt · first choice
“Best for Unified HR, IT, and Finance: Rippling ... Rippling is the market leader.” Gemini 3.5 Flash · direct prompt · first choice
“Rippling (HR-integrated)” Grok 4.1 Fast · scale prompt · first choice
What the models said about Routable
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Routable - Best overall 1099 automation solution that combines automated 1099 filing with mass payout infrastructure” Llama 4 Maverick · direct prompt · first choice
“Recognized as the best overall 1099 automation solution” Mistral Small · direct prompt · first choice
“Use Routable if you're doing high-volume programmatic disbursements with unique tax-form needs.” DeepSeek V4 Flash · direct prompt · alternative
Also compared
Deel vs RipplingDeel vs RoutableSquare Payroll vs RipplingSquare Payroll vs RoutableTipalti vs RipplingTipalti vs RoutableRippling vs TrolleyRippling vs RemoteRippling vs GustoTrolley vs RoutableRemote vs RoutableGusto vs RoutableAll twenty-eight head-to-head pages and the full contractor payments standing
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.