Six of fourteen models named Skilljar first on the direct prompt; one named WorkRamp. Skilljar was named by fourteen of the fourteen models and WorkRamp by eleven and Skilljar carries 56 labels and WorkRamp 22, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
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 Customer education and LMS page.
Across every category in the November 2026 Edition, Skilljar and WorkRamp were named in the same answer fifty-four times, of the 165 answers naming Skilljar and the 60 naming WorkRamp. In those answers WorkRamp took the first choice one time and Skilljar twenty-six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise tools like Skilljar, Docebo, or Thought Industries” Grok 4.20 · budget prompt · hard negative
“Avoid (Enterprise-Only Pricing)” Kimi K2 · budget prompt · hard negative
“its value depends a lot on surrounding integrations and data flows working reliably. That makes it something to scrutinize carefully” GPT-5.4 mini · negative prompt · soft negative
“Top for enterprise-grade customer education; strong in onboarding, certifications, Salesforce integration, and analytics. Great for scaling programs.” Grok 4.20 · scale prompt · first choice
“Skilljar is typically the strongest choice when training must connect to CRM records, product adoption, renewals, or health scores.” Perplexity Sonar · comparative prompt · first choice
“Industry standard for B2B SaaS; excellent analytics on how training impacts customer retention and product adoption.” Gemini 3.5 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid (Enterprise-Only Pricing)” Kimi K2 · budget prompt · hard negative
“Be cautious if customer education is your only priority and you need deep customer-specific functionality or live training” Perplexity Sonar · negative prompt · soft negative
“WorkRamp has seen a decline in user preference ... may not be the best fit for all organizations” Mistral Small · negative prompt · soft negative
“WorkRamp is currently the strongest all-around recommendation” DeepSeek V4 Flash · direct prompt · first choice
“Best For: Companies wanting an All-in-One platform for both Customer Education and Internal (Employee/Sales Enablement) Training.” Gemini 3.5 Flash · direct prompt · alternative
“Choose WorkRamp if: You want a single learning platform to handle sales enablement, employee training, and customer education.” Gemini 3.5 Flash · comparative prompt · alternative
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.