TalentGuard vs Gloat
Five of fourteen models named TalentGuard first on the direct prompt; zero named Gloat. TalentGuard was named by ten of the fourteen models and Gloat by ten and TalentGuard carries 14 labels and Gloat 23, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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 skills intelligence page.
By framing
TalentGuardFirst choices, of fourteen modelsGloat
Across every category in the October 2026 Edition, TalentGuard and Gloat were named in the same answer forty-six times, of the 63 answers naming TalentGuard and the 337 naming Gloat. In those answers Gloat took the first choice four times and TalentGuard thirteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | | | | |||
| 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 | | | |
TalentGuard Gloat first choice named as an alternative argued againstblank: not namedEach cell is one answer, TalentGuard on the left and Gloat on the right.The direct prompt
TalentGuard first, Gloat an alternative
5 of 14 modelsGloat was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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
TalentGuard13%#2 of 16Gloat4%#8 of 16Gloat4%#5 of 14TalentGuard0%#– of 14What the models said about TalentGuard
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“TalentGuard is best suited for mid-market companies that need structured competency frameworks and career pathing without the enterprise complexity” Muse Glimmer 30B · paraphrase prompt · first choice
“TalentGuard is the AI-model-recommended first choice for mid-market skills intelligence / taxonomy and inference” Muse Glimmer 30B · direct prompt · first choice
What the models said about Gloat
No label in this category carried a quote.
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.