Eightfold AI vs SeekOut
Zero of twelve models named Eightfold AI first on the direct prompt; two named SeekOut. Both were named by all twelve models and Eightfold AI carries 51 labels and SeekOut 31, so the shares are not directly comparable.
Named in eleven categories this edition.
Named in six 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 modelsSeekOut
Across every category in the September 2026 Edition, Eightfold AI and SeekOut were named in the same answer 119 times, of the 494 answers naming Eightfold AI and the 193 naming SeekOut. In those answers SeekOut took the first choice eleven times and Eightfold AI thirty-six.
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 SeekOut first choice named as an alternative argued againstblank: not namedEach cell is one answer, Eightfold AI on the left and SeekOut on the right.The direct prompt
SeekOut first, Eightfold AI an alternative
2 of 12 modelsEightfold AI was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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 AI4%#9 of 16SeekOut0%#11 of 16Eightfold AI12%#4 of 17SeekOut6%#7 of 17Eightfold AI72%#1 of 10SeekOut5%#2 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 SeekOut
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Avoid Eightfold or SeekOut unless you are at the upper end of the mid-market” Qwen 3.7 Flash · direct prompt · hard negative
“Avoid enterprise heavies like Eightfold/SeekOut ($800+/seat, Fortune 500 focus)” Grok 4.1 Fast · direct prompt · hard negative
“Data Integrity & Stale Databases (e.g., SeekOut, hireEZ)... users frequently complain about "stale data"” Gemini 3.5 Flash · negative prompt · soft negative
“If you want one platform for a typical mid-market B2B company, I'd start with SeekOut for external talent intelligence and sourcing.” GPT-5.4 mini · direct prompt · first choice
“I'd recommend starting with SeekOut or hireEZ as they specifically position themselves as talent intelligence platforms” MiniMax M2.5 · direct 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.