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People analytics · September 2026 Edition

BambooHR vs ChartHop

Zero of twelve models named BambooHR first on the direct prompt; two named ChartHop. BambooHR was named by twelve of the twelve models and ChartHop by nine and BambooHR carries 26 labels and ChartHop 29, so the shares are not directly comparable.

BambooHR

accepted challenger

Named in twenty-four categories this edition.

ChartHop

accepted challenger

Named in seven categories this edition.

First-choice share13%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%10%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#5A position in a field of 12; printed, not drawn.
Labels2629A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, BambooHR reading right to left. Rank and label count are printed, not drawn.Crunchr was named alongside these two in seven of the twelve direct answers. HiBob vs BambooHR · HiBob vs ChartHop · Crunchr vs BambooHR

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 people analytics page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
BambooHRFirst choices, of twelve modelsChartHop
Direct022 against BambooHR
Paraphrase011 against BambooHR
Comparative00
Budget-constrained702 against ChartHop
Scale-constrained01
Negative012 against BambooHR · 1 against ChartHop
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 BambooHR and ChartHop 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
BambooHR ChartHop first choice named as an alternative argued againstblank: not namedEach cell is one answer, BambooHR on the left and ChartHop on the right.

The direct prompt

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

ChartHop first, BambooHR not the choice

2 of 12 modelsBambooHR was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashChartHop, Crunchr alternatives: Culture Amp, Lattice, Leapsome, Orgnostic
Llama 4 MaverickChartHop

Neither was the first choice, one was named

6 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniVisier alternatives: ChartHop, Crunchr, Workday Peakon
Gemini 3.5 FlashKnoetic alternatives: ChartHop, Culture Amp, Illoominus, Paradox
Perplexity SonarCrunchr, HiBob alternatives: ChartHop, Culture Amp
Grok 4.1 FastCrunchr alternatives: ChartHop, Lattice
Kimi K2Crunchr alternatives: ChartHop, Visier
GLM 4.7 FlashXCrunchr alternatives: BambooHR, ChartHop, Personio

Neither was named

4 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5HiBob alternatives: Rippling, UKG People Analytics
Mistral SmallCrunchr alternatives: HiBob, Lattice
Qwen 3.7 FlashVisier alternatives: Culture Amp, HiBob, Looker, Tableau
MiniMax M2.5Visier alternatives: Lattice, Workday HCM

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
BambooHR leads by forty points.
BambooHR41%#1 of 16
ChartHop2%#10 of 16
The full small business standing →
Mid-marketThe figures above
BambooHR leads by six points.
BambooHR13%#3 of 12
ChartHop8%#5 of 12
The full mid-market standing →
Enterprise
The order flips: ChartHop leads at enterprise.
ChartHop9%#3 of 9
BambooHR0%#– of 9
The full enterprise standing →

What the models said about BambooHR

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

“BambooHR (if you want an all-in-one HR + analytics system) or 15Five (for the lowest cost with no seat minimums) are the strongest choices” DeepSeek V4 Flash · budget prompt · first choice
“Top Pick: BambooHR \u2013 Frequently recommended for budget SMBs due to affordability, ease of use, and built-in reports” Grok 4.1 Fast · budget prompt · first choice

What the models said about ChartHop

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

“avoid it if your main goal is engagement analytics, sentiment analysis, or performance management” Perplexity Sonar · negative prompt · hard negative
“*Warning:* While the entry cost is low, ChartHop is highly modular... which can quickly drive up the price.” Gemini 3.5 Flash · budget prompt · soft negative
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.