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People analytics · November 2026 Edition

ChartHop vs BambooHR

Six of fourteen models named ChartHop first on the direct prompt; zero named BambooHR. ChartHop was named by fourteen of the fourteen models and BambooHR by twelve and ChartHop carries 45 labels and BambooHR 31, so the shares are not directly comparable.

ChartHop

accepted challenger

Named in seven categories this edition.

BambooHR

accepted challenger

Named in twenty-five categories this edition.

First-choice share23%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#5A position in a field of 13; printed, not drawn.
Labels4531A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, ChartHop reading right to left. Rank and label count are printed, not drawn.Crunchr was named alongside these two in eleven of the fourteen direct answers. ChartHop vs Crunchr · ChartHop vs HiBob · ChartHop vs Visier

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.
ChartHopFirst choices, of fourteen modelsBambooHR
Direct60
Paraphrase61
Comparative10
Budget-constrained121 against ChartHop
Scale-constrained00
Negative002 against BambooHR
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 ChartHop and BambooHR stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
ChartHop BambooHR first choice named as an alternative argued againstblank: not namedEach cell is one answer, ChartHop on the left and BambooHR on the right.

The direct prompt

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

ChartHop first, BambooHR not the choice

6 of 14 modelsBambooHR was named in the answer but not as the choice, or not at all.
Gemini 3.5 FlashChartHop, Visier alternatives: HiBob, Lattice, Leapsome, Rippling
Grok 4.20ChartHop alternatives: HiBob, Lattice
Mistral SmallChartHop, Crunchr alternatives: HiBob
DeepSeek V4 FlashChartHop alternatives: Crunchr, Culture Amp, HiBob, One Model
Kimi K2ChartHop, Crunchr
GPT-6 LunaChartHop alternatives: One Model, Visier

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.
Perplexity SonarCrunchr alternatives: ChartHop, Culture Amp, Lattice
Llama 4 MaverickHiBob alternatives: 15Five, BambooHR, ChartHop, Crunchr, Culture Amp, Rippling
Qwen 3.7 FlashHiBob alternatives: ChartHop, Crunchr
GLM 4.7 FlashXCrunchr alternatives: BambooHR, ChartHop
MiniMax M2.5Crunchr alternatives: BambooHR, ChartHop, HiBob
Muse Glimmer 30BCrunchr alternatives: BambooHR, ChartHop, HiBob, Knoetic, PeoplePilot, ThriveSparrow

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5PeoplePilot alternatives: Crunchr, HiBob People Analytics, Lattice, Orgnostic
GPT-5.4 miniHiBob alternatives: Crunchr, Orgvue, Perceptyx

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-three points.
BambooHR46%#1 of 17
ChartHop4%#4 of 17
The full small business standing →
Mid-marketThe figures above
The order flips: ChartHop leads at mid-market.
ChartHop23%#1 of 13
BambooHR5%#5 of 13
The full mid-market standing →
Enterprise
ChartHop leads by eight points.
ChartHop8%#3 of 12
BambooHR0%#– of 12
The full enterprise standing →

What the models said about ChartHop

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

“Need deep, self-serve analytics and benchmarking with minimal IT lift → Crunchr or ChartHop. Both are cited specifically for mid-market teams.” Muse Glimmer 30B · paraphrase prompt · first choice

What the models said about BambooHR

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

“BambooHR or Zoho People gives you analytics inside your HRIS for ~$10/emp/mo or ~$1.25/emp/mo with no extra integration” Muse Glimmer 30B · budget 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.