HR AI Index
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HR AI assistants · September 2026 Edition

ChatGPT vs Moveworks

Zero of twelve models named ChatGPT first on the direct prompt; two named Moveworks. ChatGPT was named by eight of the twelve models and Moveworks by ten and ChatGPT carries 11 labels and Moveworks 21, so the shares are not directly comparable.

ChatGPT

criticized challenger

Named in seven categories this edition.

Moveworks

criticized challenger

Named in three categories this edition.

First-choice share10%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%29%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 11; printed, not drawn.
Labels1121A 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.Lattice was named alongside these two in nine of the twelve direct answers. Workativ Assistant vs ChatGPT · Workativ Assistant vs Moveworks · ChatGPT vs Leena 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 HR AI assistants page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
ChatGPTFirst choices, of twelve modelsMoveworks
Direct021 against ChatGPT · 3 against Moveworks
Paraphrase001 against Moveworks
Comparative031 against ChatGPT
Budget-constrained501 against Moveworks
Scale-constrained001 against Moveworks
Negative001 against ChatGPT
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 ChatGPT and Moveworks stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
ChatGPT Moveworks first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChatGPT on the left and Moveworks on the right.

The direct prompt

The plain question, one answer per model, grouped by where ChatGPT and Moveworks stood in it.

Moveworks first, ChatGPT not the choice

2 of 12 modelsChatGPT was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Moveworks alternatives: Leapsome, Leena AI, Paycor
Perplexity SonarMoveworks alternatives: Lattice, Leena AI, Workativ Assistant

Neither was named

10 of 12 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniBambooHR with Bamboo AI / Ask BambooHR alternatives: Workday
Gemini 3.5 FlashWorkativ Assistant alternatives: BambooHR / Bamboo AI, Juicebox, Leena AI, MeBeBot, Paradox, PeopleGPT, Rippling
Grok 4.1 FastRippling alternatives: BambooHR, Lattice
Mistral SmallLeena AI, Workativ Assistant alternatives: HiBob, Lattice, Paycor
DeepSeek V4 FlashHiBob alternatives: Lattice, Leena AI, Paradox, Rippling
Llama 4 MaverickLattice alternatives: HiBob, Leena AI, Paycor, Windmill
Qwen 3.7 FlashHiBob alternatives: BambooHR, Greenhouse, Lattice
Kimi K2MeBeBot alternatives: Lattice, Paradox
GLM 4.7 FlashXLattice alternatives: BambooHR, Greenhouse AI, Humand, Leena AI, Workativ Assistant
MiniMax M2.5HiBob, Lattice alternatives: HelpJet, Monday.com AI Agents, Paycor

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
ChatGPT leads by two points.
ChatGPT2%#6 of 10
Moveworks0%#9 of 10
The full small business standing →
Mid-marketThe figures above
ChatGPT leads by six points.
ChatGPT10%#2 of 11
Moveworks4%#6 of 11
The full mid-market standing →
Enterprise
The order flips: Moveworks leads at enterprise.
Moveworks24%#2 of 6
ChatGPT0%#– of 6
The full enterprise standing →

What the models said about ChatGPT

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“OpenAI, ChatGPT, or similar consumer tools used by HR without proper governance - Why to avoid: Lack of confidentiality, privacy, accuracy, and accountability safeguards” GLM 4.7 FlashX · negative prompt · hard negative
“the best AI assistant for an HR team is usually ChatGPT or Claude for drafting and internal support tasks” Perplexity Sonar · budget prompt · first choice
“A general-purpose writing assistant (ChatGPT or Claude) — The cheapest and most flexible option.” DeepSeek V4 Flash · budget prompt · first choice
“My top pick for most limited budgets: Start with ChatGPT (free) for content creation” Kimi K2 · budget prompt · first choice

What the models said about Moveworks

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Enterprise-focused with six-figure annual contracts; overkill for mid-sized companies” Kimi K2 · paraphrase prompt · hard negative
“Enterprise platforms (Moveworks, Leena AI, ServiceNow, etc.) — $50K+/yr, usually overkill” DeepSeek V4 Flash · scale prompt · soft negative
“cost-effective compared to enterprise solutions like Moveworks or Workday Assistant” Mistral Small · direct prompt · soft negative
“If you want to stop spending 80% of your time answering repetitive questions: Choose Leena AI or Moveworks.” GLM 4.7 FlashX · comparative prompt · first choice
“Choose Moveworks (for heavy, complex integrations)... Unmatched enterprise-grade security and actionability.” Gemini 3.5 Flash · comparative prompt · first choice
“Moveworks leads for mid-market organizations and plugs into Workday, ServiceNow, and Slack” Claude Haiku 4.5 · direct prompt · first choice
Also compared

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.