Talent intelligence · November 2026 Edition
Lessie AI vs Eightfold AI
One of fourteen models named Lessie AI first on the direct prompt; one named Eightfold AI. Lessie AI was named by eight of the fourteen models and Eightfold AI by fourteen and Lessie AI carries 10 labels and Eightfold AI 65, so the shares are not directly comparable.
Named in two categories this edition.
Named in ten categories this edition.
First-choice share13%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%48%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 15; printed, not drawn.
Labels1065A 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.SeekOut Recruit was named alongside these two in twelve of the fourteen direct answers. SeekOut Recruit vs Lessie AI · SeekOut Recruit vs Eightfold AI · Lessie AI vs Pin
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Lessie AIFirst choices, of fourteen modelsEightfold AI
Direct116 against Eightfold AI
Paraphrase055 against Eightfold AI
Comparative010
Budget-constrained609 against Eightfold AI
Scale-constrained002 against Eightfold AI
Negative009 against Eightfold AI
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four 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 4.20 | | | | | | |
| 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 | | | | | |
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 14 modelsEightfold AI was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashLessie AI, hireEZ alternatives: Gem, SeekOut Recruit
Eightfold AI first, Lessie AI not the choice
1 of 14 modelsLessie AI was named in the answer but not as the choice, or not at all.Mistral SmallEightfold AI, SeekOut Recruit alternatives: Sapia.ai, iCIMS Talent Cloud
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.Claude Haiku 4.5Arya, Pin alternatives: 365Talents, Eightfold AI, Gem, Loxo, iCIMS Talent Cloud
GPT-5.4 miniSeekOut Recruit alternatives: Eightfold AI, hireEZ
Grok 4.20Loxo alternatives: Eightfold AI, Gem, SeekOut Recruit
MiniMax M2.5Greenhouse, SeekOut Recruit alternatives: Eightfold AI, hireEZ
Muse Glimmer 30BSeekOut Recruit alternatives: Eightfold AI, Lessie AI, hireEZ
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashFindem alternatives: Gem, Loxo, SeekOut Recruit
Perplexity SonarhireEZ alternatives: Gem, SeekOut Recruit
DeepSeek V4 FlashSeekOut Recruit alternatives: Gem, hireEZ
Llama 4 Maverickno first choice
Kimi K2Pin, SeekOut Recruit alternatives: Ashby, Greenhouse
GLM 4.7 FlashXSeekOut Recruit alternatives: Ceipal, Talent.ai
GPT-6 LunaSeekOut Recruit alternatives: Lightcast
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 seven points.
Lessie AI10%#5 of 18Eightfold AI3%#10 of 18Mid-marketThe figures above
Lessie AI leads by two points.
Lessie AI13%#2 of 15Eightfold AI12%#4 of 15Enterprise
Lessie AI is not named for this buyer.
Eightfold AI69%#1 of 11Lessie 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.
“Choose Lessie AI or hireEZ if you want to reduce cost-per-hire and volume-source aggressively... This is the sweet spot for most mid-market B2B firms.” Qwen 3.7 Flash · direct prompt · first choice
“Lessie AI as the "fast, affordable, action-oriented sourcing" pick are the consensus budget options in 2026” Muse Glimmer 30B · budget prompt · first choice
“Start with Lessie AI (free to start, $34.99+/month) for external sourcing” 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.
“Currently facing a 2026 class-action lawsuit in California alleging it builds undisclosed "consumer reports" on job candidates using unverified third-party data” Grok 4.20 · negative prompt · hard negative
“The biggest caution flags right now are around Eightfold AI (due to the FCRA class action, data scraping allegations, and poor user reviews)” DeepSeek V4 Flash · negative prompt · hard negative
“What I'd Avoid for a Mid-Sized B2B Company ... Eightfold AI | Excellent skills intelligence, but designed for 1,000–20,000+ employees” Kimi K2 · paraphrase prompt · hard negative
“Eightfold.ai: Focuses on skills-based talent management, internal mobility, and AI-driven career pathing. It's widely used for both recruiting and internal talent development” Mistral Small · comparative prompt · first choice
“Best for: Enterprise-wide skills-based talent strategy ... AI-native platform with role-to-talent recommendations based on skills inference” MiniMax M2.5 · comparative prompt · first choice
“Eightfold AI is the most complete enterprise talent intelligence platform, with skills inference across internal and external talent.” Muse Glimmer 30B · comparative prompt · first choice
Also compared
SeekOut Recruit vs Lessie AISeekOut Recruit vs Eightfold AILessie AI vs PinLessie AI vs hireEZLessie AI vs LoxoLessie AI vs PhenomLessie AI vs GemPin vs Eightfold AIEightfold AI vs hireEZEightfold AI vs LoxoEightfold AI vs PhenomEightfold AI vs GemAll 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.