People analytics · October 2026 Edition
Crunchr vs HiBob
Six of fourteen models named Crunchr first on the direct prompt; three named HiBob. Crunchr was named by thirteen of the fourteen models and HiBob by fourteen and Crunchr carries 48 labels and HiBob 29, so the shares are not directly comparable.
Named in two categories this edition.
Named in twenty-four categories this edition.
First-choice share22%19%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate17%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 11; printed, not drawn.
Labels4829A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Crunchr reading right to left. Rank and label count are printed, not drawn.ChartHop was named alongside these two in ten of the fourteen direct answers. Crunchr vs ChartHop · Crunchr vs BambooHR · Crunchr vs Rippling
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 people analytics page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CrunchrFirst choices, of fourteen modelsHiBob
Direct63
Paraphrase461 against HiBob
Comparative101 against HiBob
Budget-constrained003 against Crunchr
Scale-constrained32
Negative305 against Crunchr · 1 against HiBob
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 Crunchr and HiBob 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 | | | | |||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | | | | | |
Crunchr HiBob first choice named as an alternative argued againstblank: not namedEach cell is one answer, Crunchr on the left and HiBob on the right.The direct prompt
The plain question, one answer per model, grouped by where Crunchr and HiBob stood in it.
Crunchr first, HiBob an alternative
6 of 14 modelsHiBob was named in the answer but not as the choice, or not at all.Mistral SmallChartHop, Crunchr alternatives: BambooHR, Eletive
DeepSeek V4 FlashCrunchr alternatives: ChartHop, Culture Amp
Llama 4 MaverickCrunchr alternatives: Ordio, Workhuman iQ
GLM 4.7 FlashXCrunchr, Orgnostic alternatives: ChartHop, HiBob, Worklytics
MiniMax M2.5Crunchr alternatives: ChartHop, Culture Amp, Workday People Analytics, Workhuman iQ
Muse Glimmer 30BChartHop, Crunchr
HiBob first, Crunchr an alternative
3 of 14 modelsCrunchr was named in the answer but not as the choice, or not at all.Claude Haiku 4.5HiBob alternatives: Rippling, Visier
GPT-5.4 miniHiBob alternatives: Crunchr, PeopleInsight
Perplexity SonarHiBob alternatives: Crunchr
Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Qwen 3.7 FlashChartHop alternatives: HiBob, Lattice, One Model, Visier
Kimi K2ChartHop alternatives: HiBob, Lattice
GPT-6 LunaChartHop alternatives: HiBob, Lattice, Visier
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Gemini 3.5 FlashKnoetic alternatives: ChartHop, Culture Amp, Visier
Grok 4.1 FastChartHop alternatives: BambooHR, Culture Amp, Eletive, Lattice, Visier
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
The order flips: Crunchr leads at mid-market.
Crunchr22%#1 of 11HiBob19%#3 of 11Enterprise
What the models said about Crunchr
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“criticized challenger in SMB modelling and included in the enterprise-grade caution list” Muse Glimmer 30B · negative prompt · hard negative
“avoid enterprise-focused tools like Visier, Workday, One Model, ChartHop, Crunchr” Mistral Small · negative prompt · hard negative
“Enterprise tools like Visier/Crunchr (~$50K+/yr) aren't budget-friendly.” Grok 4.1 Fast · budget prompt · hard negative
“In summary, Crunchr is a strong, practical choice for organizations that want straightforward, self-service HR analytics and workforce insights, especially in the mid-market segment.” Muse Glimmer 30B · paraphrase prompt · first choice
“Crunchr and ChartHop are frequently cited as top choices due to their scalability, ease of use, and focus on self-serve analytics.” Mistral Small · direct prompt · first choice
“1. Crunchr: Best for mid-market and enterprise HR teams that want self-serve people analytics without building everything in BI.” Llama 4 Maverick · direct prompt · first choice
What the models said about HiBob
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Tools like Hibob (Bob) receive positive reviews, but they are frequently flagged for being unsuitable for lightweight or entry-level analytics needs” DeepSeek V4 Flash · negative prompt · soft negative
“inherently limited when it comes to analyzing external data sources ... and lack the deep predictive algorithms of dedicated engines like Visier.” Gemini 3.5 Flash · comparative prompt · soft negative
“First, check if your current HRIS (like Rippling or HiBob) has advanced analytics add-ons that you can simply turn on. This is often the cheapest and easiest route.” Gemini 3.5 Flash · scale prompt · first choice
“For mid-market B2B companies, HiBob tends to offer the best balance of ease of deployment, affordability, and embedded analytics within an HRIS.” 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.