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Digital employee experience · November 2026 Edition

ControlUp vs 1inch

Six of fourteen models named ControlUp first on the direct prompt; zero named 1inch. ControlUp was named by eleven of the fourteen models and 1inch by ten and ControlUp carries 19 labels and 1inch 17, so the shares are not directly comparable.

ControlUp

accepted challenger

Named in one category this edition.

1inch

accepted challenger

Named in one category this edition.

First-choice share14%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 11; printed, not drawn.
Labels1917A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ControlUp reading right to left. Rank and label count are printed, not drawn.Nexthink Infinity was named alongside these two in eight of the fourteen direct answers. Nexthink Infinity vs ControlUp · Nexthink Infinity vs 1inch · ControlUp vs PancakeSwap

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 digital employee experience page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ControlUpFirst choices, of fourteen models1inch
Direct601 against 1inch
Paraphrase10
Comparative00
Budget-constrained021 against ControlUp
Scale-constrained00
Negative00
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 ControlUp and 1inch 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
ControlUp 1inch first choice named as an alternative argued againstblank: not namedEach cell is one answer, ControlUp on the left and 1inch on the right.

The direct prompt

The plain question, one answer per model, grouped by where ControlUp and 1inch stood in it.

ControlUp first, 1inch not the choice

6 of 14 models1inch was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashControlUp alternatives: 1E, Omnissa Experience Management, TeamDynamix DEX
Perplexity SonarControlUp alternatives: Nexthink Infinity
DeepSeek V4 FlashControlUp alternatives: Coinbase Institutional, Kraken Institutional, TeamViewer DEX, dYdX
MiniMax M2.5ControlUp, Nexthink Infinity
GPT-6 LunaControlUp alternatives: Lakeside SysTrack, Nexthink Infinity
Muse Glimmer 30BControlUp alternatives: TeamViewer DEX

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.
GPT-5.4 miniNexthink Infinity alternatives: ControlUp, ServiceNow DEX, TeamViewer DEX
Grok 4.20Nexthink Infinity alternatives: 1E, ControlUp, HP Workforce Experience Platform, Lakeside
Mistral SmallNexthink Infinity alternatives: ControlUp, ManageEngine DEX Manager Plus
Kimi K21E alternatives: ControlUp, Riverbed Aternity, TeamViewer DEX
GLM 4.7 FlashXNexthink Infinity alternatives: ControlUp, Lakeside Software, Omnissa Experience Management, TeamViewer DEX

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Llama 4 Maverickno first choice
Qwen 3.7 FlashNexthink Infinity, ServiceNow alternatives: Amazon, Coinbase Prime, Faire, Kraken Institutional, Nectar, Tactio

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
Level: the same share of first choices.
ControlUp4%#5 of 8
1inch4%#4 of 8
The full small business standing →
Mid-marketThe figures above
ControlUp leads by ten points.
ControlUp14%#2 of 11
1inch4%#4 of 11
The full mid-market standing →
Enterprise
The order flips: 1inch leads at enterprise.
1inch4%#– of 9
ControlUp0%#6 of 9
The full enterprise standing →

What the models said about ControlUp

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

“its enterprise-oriented pricing may be less suitable for a tightly constrained budget” Perplexity Sonar · budget prompt · soft negative
“ControlUp is commonly cited as the mid-market sweet spot because of lower entry cost, faster time-to-value and strong virtual-session / VDI visibility” Muse Glimmer 30B · direct prompt · first choice
“Best Overall for Mid-Market Agility & ROI: ControlUp (ControlUp ONE / Edge DX)” Gemini 3.5 Flash · paraphrase prompt · first choice
“I'd suggest evaluating Nexthink or ControlUp based on the search results” MiniMax M2.5 · direct prompt · first choice

What the models said about 1inch

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

“most analysts would not recommend using a retail crypto DEX directly” DeepSeek V4 Flash · direct prompt · soft negative
“Start with 1inch on Polygon or Arbitrum for the best balance of low costs, flexibility, and scalability” Grok 4.20 · budget prompt · first choice
“1inch for general trading offer the best combination of low fees and reliability” GLM 4.7 FlashX · budget prompt · first choice
“Use reputable aggregators like 1inch or CowSwap for better routing and less slippage.” Grok 4.20 · negative prompt · alternative
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.