Gem vs Eightfold AI
Four of fourteen models named Gem first on the direct prompt; one named Eightfold AI. Gem was named by twelve of the fourteen models and Eightfold AI by fourteen and Gem carries 24 labels and Eightfold AI 59, so the shares are not directly comparable.
Named in seven categories this edition.
Named in fourteen 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 talent intelligence page.
By framing
GemFirst choices, of fourteen modelsEightfold AI
Across every category in the October 2026 Edition, Gem and Eightfold AI were named in the same answer eighty-eight times, of the 221 answers naming Gem and the 567 naming Eightfold AI. In those answers Eightfold AI took the first choice twenty-six times and Gem fourteen.
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 | | | | | |
Gem Eightfold AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gem on the left and Eightfold AI on the right.The direct prompt
Gem first, Eightfold AI an alternative
4 of 14 modelsEightfold AI was named in the answer but not as the choice, or not at all.Eightfold AI first, Gem an alternative
1 of 14 modelsGem was named in the answer but not as the choice, or not at all.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.Neither was named
4 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
Eightfold AI67%#1 of 15Gem0%#14 of 15What the models said about Gem
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“faces integration issues with some third-party systems and occasionally has UI and workflow clunkiness” Claude Haiku 4.5 · negative prompt · hard negative
“positioned more for outbound recruiting and pipeline management than broad talent intelligence” Perplexity Sonar · budget prompt · soft negative
“Gem is widely considered the best option for small businesses because they have a specific pricing tier designed to help you grow” GLM 4.7 FlashX · budget prompt · first choice
What the models said about Eightfold AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“"Eightfold AI (Extreme Caution on 'Match Scores')… class-action lawsuit… acts as a 'consumer reporting agency' under the Fair Credit Reporting Act"... "Avoid for your size: Eightfold/Phenom/Gloat"” Muse Glimmer 30B · negative prompt · hard negative
“This is currently the most notable case. In January 2026, a class-action lawsuit (*Kistler v. Eightfold AI*) was filed in California alleging violations of the Fair Credit Reporting Act (FCRA).” MiniMax M2.5 · negative prompt · hard negative
“you should generally avoid the following enterprise-native TIPs... Eightfold AI: ... high total cost of ownership (TCO) and long, intensive implementation timelines.” Gemini 3.5 Flash · direct prompt · hard negative
“Eightfold AI — The Enterprise Heavyweight ... Best for: Large enterprises needing end-to-end talent intelligence across acquisition, internal mobility, and workforce planning.” DeepSeek V4 Flash · comparative prompt · first choice
“Primary Focus: Enterprise Skills Intelligence & Full-Lifecycle Matching... Extreme AI scale... Note: Implementation is highly complex, expensive” Gemini 3.5 Flash · comparative prompt · first choice
“I'd generally recommend Eightfold AI if your top priority is a single platform that combines external hiring + internal mobility” GPT-5.4 mini · paraphrase prompt · first choice
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.