Talent intelligence · September 2026 Edition
Lessie AI vs Eightfold AI
One of twelve models named Lessie AI first on the direct prompt; zero named Eightfold AI. Lessie AI was named by eight of the twelve models and Eightfold AI by twelve and Lessie AI carries 11 labels and Eightfold AI 51, so the shares are not directly comparable.
Named in two categories this edition.
Named in eleven categories this edition.
First-choice share12%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%55%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 17; printed, not drawn.
Labels1151A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Lessie AI reading right to left. Rank and label count are printed, not drawn.hireEZ was named alongside these two in eight of the twelve direct answers. Pin vs Lessie AI · Pin vs Eightfold AI · Gem vs Lessie AI
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
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Lessie AIFirst choices, of twelve modelsEightfold AI
Direct107 against Eightfold AI
Paraphrase054 against Eightfold AI
Comparative04
Budget-constrained507 against Eightfold AI
Scale-constrained011 against Eightfold AI
Negative009 against Eightfold AI
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
Every model, every framing
The seventy-two answers behind the chart above, one cell each: where Lessie AI and Eightfold AI stood in it.
| 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 | | | |
Lessie AI Eightfold AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lessie AI on the left and Eightfold AI on the right.The direct prompt
The plain question, one answer per model, grouped by where Lessie AI and Eightfold AI stood in it.
Lessie AI first, Eightfold AI not the choice
1 of 12 modelsEightfold AI was named in the answer but not as the choice, or not at all.Llama 4 MaverickLessie AI alternatives: AmazingHiring, Gem, hireEZ
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.GPT-5.4 miniSeekOut alternatives: Eightfold AI
DeepSeek V4 FlashGem alternatives: Lessie AI, Pin, SeekOut, hireEZ
Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Bryq alternatives: GoPerfect, Skima AI, iCIMS Talent Cloud
Gemini 3.5 FlashGem alternatives: Findem, SeekOut, hireEZ
Perplexity SonarhireEZ alternatives: Lightcast, Pin
Grok 4.1 FastGem alternatives: Loxo, Metaview, hireEZ
Mistral SmallGem, Metaview
Qwen 3.7 FlashGem alternatives: AmazingHiring, hireEZ, iCIMS Talent Cloud
Kimi K2Gem alternatives: Pin, SeekOut, hireEZ
GLM 4.7 FlashXPin alternatives: Metaview, SeekOut, iCIMS Talent Cloud
MiniMax M2.5SeekOut, hireEZ alternatives: Greenhouse
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Lessie AI leads by ten points.
Lessie AI14%#3 of 16Eightfold AI4%#9 of 16Mid-marketThe figures above
Level: the same share of first choices.
Lessie AI12%#3 of 17Eightfold AI12%#4 of 17Enterprise
Lessie AI is not named for this buyer.
Eightfold AI72%#1 of 10Lessie AI—not namedWhat the models said about Lessie AI
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The best talent intelligence platform for a company with a limited budget is Lessie AI, which is free to start” Llama 4 Maverick · budget prompt · first choice
“If budget is the primary constraint, Lessie AI offers the lowest barrier to entry among serious platforms.” Qwen 3.7 Flash · budget prompt · first choice
“The best talent intelligence platform for a mid-market B2B company is Lessie AI” Llama 4 Maverick · direct 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. 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
Also compared
Pin vs Lessie AIPin vs Eightfold AIGem vs Lessie AIGem vs Eightfold AILessie AI vs hireEZLessie AI vs MetaviewLessie AI vs SeekOutLessie AI vs LoxoEightfold AI vs hireEZEightfold AI vs MetaviewEightfold AI vs SeekOutEightfold AI vs LoxoAll twenty-eight head-to-head pages and the full talent intelligence standing
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.