Eightfold AI vs Loxo
Zero of twelve models named Eightfold AI first on the direct prompt; zero named Loxo. Eightfold AI was named by twelve of the twelve models and Loxo by eleven and Eightfold AI carries 51 labels and Loxo 18, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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
Eightfold AIFirst choices, of twelve modelsLoxo
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 | | | |
Eightfold AI Loxo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Eightfold AI on the left and Loxo on the right.The direct prompt
Neither was the first choice, one was named
2 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
10 of 12 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 AI12%#4 of 17Loxo4%#8 of 17Eightfold AI72%#1 of 10Loxo0%#10 of 10What the models said about Eightfold AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four 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” Gemini 3.5 Flash · negative prompt · hard negative
“The strongest AI skill-inference and candidate-to-role matching engine, extending into reskilling & internal mobility — the classic "talent intelligence" pitch” DeepSeek V4 Flash · comparative prompt · first choice
“Eightfold AI: The Full-Lifecycle Enterprise Standard ... Best For: Large enterprises seeking a single, comprehensive system” Gemini 3.5 Flash · comparative prompt · first choice
“Eightfold AI offers the best dual capability in hiring and mobility within a single talent intelligence framework.” Qwen 3.7 Flash · paraphrase prompt · first choice
What the models said about Loxo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Loxo has faced criticism where users found the interview process features underdeveloped and unintuitive” Qwen 3.7 Flash · negative prompt · soft negative
“Loxo (Honorable) | Limited/solo only (now trial-like) | $149/mo ... All-in-one (less budget)” Grok 4.1 Fast · budget prompt · soft negative
“or Loxo if you need robust all-in-one functionality at a reasonable price point” MiniMax M2.5 · budget prompt · first choice
“the best choice is usually Loxo or Jobin.cloud” GPT-5.4 mini · budget 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.