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Online course libraries · November 2026 Edition

LinkedIn Learning vs Go1

Six of fourteen models named LinkedIn Learning first on the direct prompt; zero named Go1. LinkedIn Learning was named by fourteen of the fourteen models and Go1 by nine and LinkedIn Learning carries 62 labels and Go1 13, so the shares are not directly comparable.

LinkedIn Learning

accepted challenger

Named in five categories this edition.

Go1

accepted challenger

Named in four categories this edition.

First-choice share20%2%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#2#7A position in a field of 13; printed, not drawn.
Labels6213A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, LinkedIn Learning reading right to left. Rank and label count are printed, not drawn.Udemy Business was named alongside these two in fourteen of the fourteen direct answers. Udemy Business vs LinkedIn Learning · Udemy Business vs Go1 · LinkedIn Learning vs TalentLMS

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 online course libraries page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
LinkedIn LearningFirst choices, of fourteen modelsGo1
Direct60
Paraphrase31
Comparative00
Budget-constrained102 against LinkedIn Learning
Scale-constrained00
Negative005 against LinkedIn Learning
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 LinkedIn Learning and Go1 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
LinkedIn Learning Go1 first choice named as an alternative argued againstblank: not namedEach cell is one answer, LinkedIn Learning on the left and Go1 on the right.

The direct prompt

The plain question, one answer per model, grouped by where LinkedIn Learning and Go1 stood in it.

LinkedIn Learning first, Go1 an alternative

6 of 14 modelsGo1 was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashLinkedIn Learning alternatives: BizLibrary, Coursera for Business, O'Reilly Learning, Pluralsight, Udemy Business
Grok 4.20LinkedIn Learning alternatives: Coursera for Business, Go1, Skillsoft Percipio, Udemy Business
Kimi K2LinkedIn Learning, Udemy Business alternatives: Coursera for Business, Go1, GoSkills
MiniMax M2.5LinkedIn Learning alternatives: BizLibrary, Coursera for Business, Udemy Business
GPT-6 LunaLinkedIn Learning alternatives: Coursera for Business, Pluralsight, Udemy Business
Muse Glimmer 30BLinkedIn Learning, Udemy Business alternatives: Absorb LMS, BizLibrary, Docebo, Go1, LearnUpon, Skillsoft Percipio

Neither was the first choice, one was named

8 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5TalentLMS alternatives: LearnUpon, LinkedIn Learning, Udemy Business, iSpring Learn
GPT-5.4 miniUdemy Business alternatives: BizLibrary, Coursera for Business, LinkedIn Learning, O'Reilly Learning, Pluralsight
Perplexity SonarUdemy Business alternatives: Coursera for Business, GoSkills, LinkedIn Learning, Skillsoft Percipio, TalentLMS
Mistral SmallUdemy Business alternatives: LinkedIn Learning, TalentLMS
DeepSeek V4 FlashUdemy Business alternatives: Coursera for Business, LinkedIn Learning, Skillsoft Percipio
Llama 4 MaverickUdemy Business alternatives: LinkedIn Learning, TalentLMS
Qwen 3.7 FlashUdemy Business alternatives: CBT Nuggets, Coursera for Business, Go1, LinkedIn Learning, Pluralsight
GLM 4.7 FlashX360Learning, Udemy Business alternatives: Absorb LMS, Coursera for Business, GoSkills, LinkedIn Learning, TalentLMS

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
LinkedIn Learning leads by twenty points.
LinkedIn Learning22%#2 of 9
Go12%#– of 9
The full small business standing →
Mid-marketThe figures above
LinkedIn Learning leads by eighteen points.
LinkedIn Learning20%#2 of 13
Go12%#7 of 13
The full mid-market standing →
Enterprise
LinkedIn Learning leads by sixteen points.
LinkedIn Learning20%#2 of 10
Go14%#5 of 10
The full enterprise standing →

What the models said about LinkedIn Learning

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

“LinkedIn Learning is also flagged in the same analysis for "high cost and opaque enterprise pricing, so it may be a poor fit if you need predictable budgeting."” Muse Glimmer 30B · negative prompt · soft negative
“often criticized for being "shallow"... users frequently report difficulties canceling free trials immediately, resulting in auto-renewal charges” Qwen 3.7 Flash · negative prompt · soft negative
“massive (but expensive) libraries like LinkedIn Learning (~$20–40/user/month, better for larger enterprises)” Grok 4.20 · budget prompt · soft negative
“the most common mid-market B2B default is Udemy Business for breadth/price or LinkedIn Learning for brand-recognized professional skills” Muse Glimmer 30B · direct prompt · first choice
“For most mid-market B2B companies, LinkedIn Learning offers the best balance of quality, price, and business-relevant content” MiniMax M2.5 · direct prompt · first choice
“Start with Udemy Business or LinkedIn Learning if you want a plug-and-play content library with low friction.” Kimi K2 · direct prompt · first choice

What the models said about Go1

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

“Top Recommendation: Go1 (Premium Essentials Plan)” Kimi K2 · paraphrase prompt · first choice
“If curation and compliance reporting matter more, an aggregator like Go1 or a publisher library like Skillsoft / BizLibrary is typically preferred.” Muse Glimmer 30B · direct prompt · alternative
“If you already have an LMS (e.g., BambooHR, Absorb, Docebo): Choose Go1” Gemini 3.5 Flash · paraphrase 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.