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Contractor payments · November 2026 Edition

Tipalti vs Gusto

Six of fourteen models named Tipalti first on the direct prompt; zero named Gusto. Both were named by all fourteen models and Tipalti carries 34 labels and Gusto 49, so the shares are not directly comparable.

Tipalti

accepted challenger

Named in nineteen categories this edition.

Gusto

accepted challenger

Named in two categories this edition.

First-choice share28%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 14; printed, not drawn.
Labels3449A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Tipalti reading right to left. Rank and label count are printed, not drawn.Deel was named alongside these two in thirteen of the fourteen direct answers. Tipalti vs Deel · Tipalti vs Square Payroll · Tipalti vs Rippling

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 contractor payments page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TipaltiFirst choices, of fourteen modelsGusto
Direct604 against Gusto
Paraphrase80
Comparative03
Budget-constrained011 against Gusto
Scale-constrained00
Negative001 against Tipalti · 2 against Gusto
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Tipalti and Gusto stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Tipalti Gusto first choice named as an alternative argued againstblank: not namedEach cell is one answer, Tipalti on the left and Gusto on the right.

The direct prompt

The plain question, one answer per model, grouped by where Tipalti and Gusto stood in it.

Tipalti first, Gusto an alternative

6 of 14 modelsGusto was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashTipalti alternatives: Deel, Rippling, Worksuite
Perplexity SonarTipalti alternatives: BILL, Deel, Worksuite
DeepSeek V4 FlashTipalti alternatives: BILL, Deel, Rippling
Qwen 3.7 FlashTipalti alternatives: Deel, Gusto, QuickBooks Contractor Payments
GPT-6 LunaTipalti alternatives: Deel, Remote, Rippling
Muse Glimmer 30BTipalti alternatives: Deel, Gusto, Remote, Rippling

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Worksuite alternatives: BILL, Tipalti, Wingspan
GPT-5.4 miniRippling alternatives: Deel, Tipalti
Grok 4.20Rippling alternatives: Deel, Gusto, Tipalti
Mistral SmallRippling alternatives: Deel, Payoneer Workforce Management, QuickBooks Contractor Payments, Tipalti
Kimi K2Rippling alternatives: BILL, Deel, Gusto, Tipalti
GLM 4.7 FlashXRippling alternatives: Deel, Gusto, Papaya Global, Remote, Tipalti, Wingspan, WorkMarket
MiniMax M2.5Rippling alternatives: Deel, Gusto, Remote, Square Payroll

Neither was named

1 of 14 modelsThe answer made no first choice from these two in this category.
Llama 4 MaverickDeel

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
Gusto leads by forty-nine points.
Gusto49%#1 of 13
Tipalti0%#12 of 13
The full small business standing →
Mid-marketThe figures above
The order flips: Tipalti leads at mid-market.
Tipalti28%#1 of 14
Gusto2%#6 of 14
The full mid-market standing →
Enterprise
Tipalti leads by forty-five points.
Tipalti47%#1 of 12
Gusto2%#10 of 12
The full enterprise standing →

What the models said about Tipalti

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“widely considered the gold standard for mid-market B2B finance teams managing large networks of domestic and international vendors/contractors” Gemini 3.5 Flash · direct prompt · first choice
“Tipalti is the current leader in model recommendations and is commonly grouped with Payoneer / Hyperwallet for mass payouts at scale.” Muse Glimmer 30B · paraphrase prompt · first choice
“Tipalti and Rippling are the top recommendations due to their scalability, global reach, and robust automation features” Mistral Small · paraphrase prompt · first choice

What the models said about Gusto

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Gusto is a solid simpler option, but it's usually better for smaller orgs than a true mid-market, multi-team setup” GPT-5.4 mini · direct prompt · soft negative
“Gusto is primarily U.S.-focused and does not support international contractor payments.” Perplexity Sonar · negative prompt · soft negative
“less suited for global, high-volume, or complex AP scenarios” DeepSeek V4 Flash · direct prompt · soft negative
“Best for: U.S. businesses paying U.S. contractors and wanting payroll + contractor payments in one system.” GPT-5.4 mini · comparative prompt · first choice
“The easiest to set up for domestic work. Automates 1099-NEC tax reporting and W-9 collection natively.” Qwen 3.7 Flash · comparative prompt · first choice
“Gusto’s Contractor Only plan is usually the best balance of price + ease of use + 1099 filing” GPT-5.4 mini · budget prompt · first choice
Also compared

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.