HR AI assistants · October 2026 Edition
ChatGPT vs Lattice
Zero of fourteen models named ChatGPT first on the direct prompt; three named Lattice. ChatGPT was named by ten of the fourteen models and Lattice by ten and ChatGPT carries 14 labels and Lattice 15, so the shares are not directly comparable.
ChatGPT
criticized challengerNamed in three categories this edition.
Named in nineteen categories this edition.
First-choice share8%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate50%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 11; printed, not drawn.
Labels1415A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ChatGPT reading right to left. Rank and label count are printed, not drawn.HiBob was named alongside these two in ten of the fourteen direct answers. MeBeBot vs ChatGPT · MeBeBot vs Lattice · Leena AI vs ChatGPT
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 HR AI assistants page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ChatGPTFirst choices, of fourteen modelsLattice
Direct03
Paraphrase00
Comparative002 against ChatGPT
Budget-constrained40
Scale-constrained00
Negative005 against ChatGPT
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 ChatGPT and Lattice stood in it.
| Model | DirectCH | ParaphraseCH | ComparativeCH | Budget-constrainedCH | Scale-constrainedCH | NegativeCH |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | CH | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | CH | CH | ||||
| Perplexity Sonar | CH | CH | CH | |||
| Grok 4.1 Fast | | CH | ||||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | ||||
| Llama 4 Maverick | | CH | ||||
| Qwen 3.7 Flash | CH | CH | ||||
| Kimi K2 | | |||||
| GLM 4.7 FlashX | | | CH | |||
| MiniMax M2.5 | | CH | ||||
| GPT-6 Luna | CH | |||||
| Muse Glimmer 30B | | | CH |
CH ChatGPT LatticeCH first choiceCH named as an alternativeCH argued againstblank: not namedEach cell is one answer, ChatGPT on the left and Lattice on the right.
LatticeCH first choiceCH named as an alternativeCH argued againstblank: not namedEach cell is one answer, ChatGPT on the left and Lattice on the right.The direct prompt
The plain question, one answer per model, grouped by where ChatGPT and Lattice stood in it.
Lattice first, ChatGPT not the choice
3 of 14 modelsChatGPT was named in the answer but not as the choice, or not at all.Mistral SmallHiBob, Lattice alternatives: Darwinbox, HR Konnect, Paycor, Rework
Llama 4 MaverickLattice alternatives: Darwinbox, HiBob, Paycor, Rework
Muse Glimmer 30BHiBob, Lattice alternatives: BambooHR AI Assistant, Wonderchat Workspace
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Leena AI alternatives: Ask BambooHR, HiBob, Lattice
Grok 4.1 FastRippling alternatives: Ask BambooHR, Gusto, Lattice
DeepSeek V4 FlashRippling alternatives: Ask BambooHR, Deel HR, HiBob, Lattice
Kimi K2HiBob alternatives: Ask BambooHR, Lattice, Leena AI
GLM 4.7 FlashXHumand alternatives: Alignify, Ask BambooHR, Gusto, HiBob, Kriatix, Lattice, Workhuman
MiniMax M2.5Workativ Assistant alternatives: ChatGPT Lab, HiBob, Lattice, Leena AI
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniMoveworks, Workday HR Service Agent alternatives: MeBeBot, UKG Bryte / assistive AI
Gemini 3.5 FlashLeena AI alternatives: Rippling, Sana, Workable
Perplexity SonarHiBob, Leena AI alternatives: Rippling
Qwen 3.7 FlashRippling alternatives: HiBob, Paradox, Wonderchat
GPT-6 LunaRippling alternatives: ADP Assist, Harmony, Lattice HR Help Desk
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
Mid-marketThe figures above
Enterprise
Level: the same share of first choices.
ChatGPT0%#7 of 7
Lattice0%#– of 7What the models said about ChatGPT
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Consumer-grade chatbots used for HR-sensitive work, such as the free versions of ChatGPT, Gemini, or Claude, because they are not designed as enterprise HR systems” Perplexity Sonar · negative prompt · hard negative
“consumer-grade AI chatbots like the free version of ChatGPT, Gemini, or Claude should be avoided for HR-sensitive tasks” Llama 4 Maverick · negative prompt · hard negative
“Do not use generic generative AI assistants (like a basic ChatGPT, Claude, or custom GPTs) to explain company policy” Gemini 3.5 Flash · negative prompt · hard negative
“the best AI assistant for an HR team is usually a general-purpose AI tool like ChatGPT or Claude” Perplexity Sonar · budget prompt · first choice
“Start with ChatGPT (free or $20/month) for drafting, answering questions, and content generation” MiniMax M2.5 · budget prompt · first choice
“the best starting point is a general-purpose AI like ChatGPT (free tier), Claude, or Google Gemini” Grok 4.1 Fast · budget prompt · first choice
What the models said about Lattice
No label in this category carried a quote.
Also compared
MeBeBot vs ChatGPTMeBeBot vs LatticeLeena AI vs ChatGPTLeena AI vs LatticeRippling vs ChatGPTRippling vs LatticeHiBob vs ChatGPTHiBob vs LatticeWorkativ Assistant vs ChatGPTWorkativ Assistant vs LatticeChatGPT vs ClaudeLattice vs ClaudeAll twenty-eight head-to-head pages and the full HR AI assistants 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.