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HR AI assistants · October 2026 Edition

HiBob vs Lattice

Four of fourteen models named HiBob first on the direct prompt; three named Lattice. HiBob was named by twelve of the fourteen models and Lattice by ten and both carry 15 labels, so the shares below are directly comparable.

HiBob

accepted challenger

Named in twenty-four categories this edition.

Lattice

accepted challenger

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 rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 11; printed, not drawn.
Labels1515Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, HiBob reading right to left. Rank and label count are printed, not drawn.MeBeBot vs HiBob · MeBeBot vs Lattice · Leena AI vs HiBob

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.
HiBobFirst choices, of fourteen modelsLattice
Direct43
Paraphrase00
Comparative00
Budget-constrained00
Scale-constrained00
Negative00
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 HiBob and Lattice 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
GPT-6 Luna
Muse Glimmer 30B
HiBob Lattice first choice named as an alternative argued againstblank: not namedEach cell is one answer, HiBob on the left and Lattice on the right.

The direct prompt

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

Both were the first choice

2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Mistral SmallHiBob, Lattice alternatives: Darwinbox, HR Konnect, Paycor, Rework
Muse Glimmer 30BHiBob, Lattice alternatives: BambooHR AI Assistant, Wonderchat Workspace

HiBob first, Lattice an alternative

2 of 14 modelsLattice was named in the answer but not as the choice, or not at all.
Perplexity SonarHiBob, Leena AI alternatives: Rippling
Kimi K2HiBob alternatives: Ask BambooHR, Lattice, Leena AI

Lattice first, HiBob an alternative

1 of 14 modelsHiBob was named in the answer but not as the choice, or not at all.
Llama 4 MaverickLattice alternatives: Darwinbox, HiBob, Paycor, Rework

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
Qwen 3.7 FlashRippling alternatives: HiBob, Paradox, Wonderchat
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

3 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
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
Level: the same share of first choices.
HiBob0%#– of 11
Lattice0%#– of 11
The full small business standing →
Mid-marketThe figures above
HiBob leads by two points.
HiBob8%#4 of 11
Lattice6%#7 of 11
The full mid-market standing →
Enterprise
Level: the same share of first choices.
HiBob0%#– of 7
Lattice0%#– of 7
The full enterprise standing →

What the models said about HiBob

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

“Core HR + engagement analytics: HiBob is the most cited for scaling mid-size companies wanting predictive attrition/engagement insights.” Muse Glimmer 30B · direct prompt · first choice

What the models said about Lattice

No label in this category carried a quote.

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.