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Digital employee experience · November 2026 Edition

PancakeSwap vs Hyperliquid

Zero of fourteen models named PancakeSwap first on the direct prompt; zero named Hyperliquid. PancakeSwap was named by fourteen of the fourteen models and Hyperliquid by ten and PancakeSwap carries 31 labels and Hyperliquid 12, so the shares are not directly comparable.

PancakeSwap

criticized challenger

Named in one category this edition.

Hyperliquid

accepted challenger

Named in one category this edition.

First-choice share8%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 11; printed, not drawn.
Labels3112A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PancakeSwap reading right to left. Rank and label count are printed, not drawn.ControlUp was named alongside these two in eleven of the fourteen direct answers. Nexthink Infinity vs PancakeSwap · Nexthink Infinity vs Hyperliquid · 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.
PancakeSwapFirst choices, of fourteen modelsHyperliquid
Direct001 against PancakeSwap
Paraphrase00
Comparative10
Budget-constrained41
Scale-constrained001 against PancakeSwap
Negative006 against PancakeSwap · 1 against Hyperliquid
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.

Across every category in the November 2026 Edition, PancakeSwap and Hyperliquid were named in the same answer twenty times, of the 78 answers naming PancakeSwap and the 27 naming Hyperliquid. In those answers Hyperliquid took the first choice two times and PancakeSwap zero.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where PancakeSwap and Hyperliquid stood in it.
ModelDirectHYParaphraseHYComparativeHYBudget-constrainedHYScale-constrainedHYNegativeHY
Claude Haiku 4.5HY
GPT-5.4 mini
Gemini 3.5 FlashHY
Perplexity SonarHY
Grok 4.20
Mistral Small
DeepSeek V4 FlashHY
Llama 4 Maverick
Qwen 3.7 FlashHYHY
Kimi K2HY
GLM 4.7 FlashXHY
MiniMax M2.5HY
GPT-6 Luna
Muse Glimmer 30BHYHY
PancakeSwapHY Hyperliquid first choice named as an alternative argued againstblank: not namedEach cell is one answer, PancakeSwap on the left and Hyperliquid on the right.

The direct prompt

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

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
GPT-5.4 miniNexthink Infinity alternatives: ControlUp, ServiceNow DEX, TeamViewer DEX
Gemini 3.5 FlashControlUp alternatives: 1E, Omnissa Experience Management, TeamDynamix DEX
Perplexity SonarControlUp alternatives: Nexthink Infinity
Grok 4.20Nexthink Infinity alternatives: 1E, ControlUp, HP Workforce Experience Platform, Lakeside
Mistral SmallNexthink Infinity alternatives: ControlUp, ManageEngine DEX Manager Plus
DeepSeek V4 FlashControlUp alternatives: Coinbase Institutional, Kraken Institutional, TeamViewer DEX, dYdX
Llama 4 Maverickno first choice
Qwen 3.7 FlashNexthink Infinity, ServiceNow alternatives: Amazon, Coinbase Prime, Faire, Kraken Institutional, Nectar, Tactio
Kimi K21E alternatives: ControlUp, Riverbed Aternity, TeamViewer DEX
GLM 4.7 FlashXNexthink Infinity alternatives: ControlUp, Lakeside Software, Omnissa Experience Management, TeamViewer DEX
MiniMax M2.5ControlUp, Nexthink Infinity
GPT-6 LunaControlUp alternatives: Lakeside SysTrack, Nexthink Infinity
Muse Glimmer 30BControlUp alternatives: TeamViewer DEX

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
PancakeSwap leads by seven points.
PancakeSwap7%#2 of 8
Hyperliquid0%#– of 8
The full small business standing →
Mid-marketThe figures above
PancakeSwap leads by six points.
PancakeSwap8%#3 of 11
Hyperliquid2%#7 of 11
The full mid-market standing →
Enterprise
Level: the same share of first choices.
PancakeSwap0%#9 of 9
Hyperliquid0%#– of 9
The full enterprise standing →

What the models said about PancakeSwap

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

“PancakeSwap - 100% of labels are negative, with 5 out of 5 labels being negative” Llama 4 Maverick · negative prompt · hard negative
“More than 58% of rug pulls in 2024 happened on decentralized exchanges (DEXs) like Uniswap and PancakeSwap.” Muse Glimmer 30B · negative prompt · soft negative
“you are vulnerable to sandwich attacks... like older versions of PancakeSwap or SushiSwap” Qwen 3.7 Flash · negative prompt · soft negative
“PancakeSwap (Binance Smart Chain) or Quickswap (Polygon) are often recommended due to their combination of low trading fees AND significantly lower network transaction costs” MiniMax M2.5 · budget prompt · first choice
“PancakeSwap is often recommended for startups and budget-conscious users.” Claude Haiku 4.5 · budget prompt · first choice
“ranks Uniswap, PancakeSwap, and Aero highest over the preceding 30 days” GPT-6 Luna · comparative prompt · first choice

What the models said about Hyperliquid

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

“On Hyperliquid, Aster and Variational, your money depends on keys and systems the team controls” Muse Glimmer 30B · negative prompt · soft negative
“Hyperliquid (HLP) – *Best for Derivatives & High Frequency* ... 0% Gas fees; fastest execution.” Qwen 3.7 Flash · budget prompt · first choice
“Newer platforms like Hyperliquid are gaining significant market share with orderbook models” MiniMax M2.5 · comparative prompt · alternative
“Hyperliquid is far ahead for perpetuals at roughly $432 billion a month” Claude Haiku 4.5 · comparative 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.