Compensation management · October 2026 Edition
CompUp vs BambooHR Compensation
Two of fourteen models named CompUp first on the direct prompt; zero named BambooHR Compensation. CompUp was named by eight of the fourteen models and BambooHR Compensation by ten and CompUp carries 14 labels and BambooHR Compensation 13, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 13; printed, not drawn.
Labels1413A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, CompUp reading right to left. Rank and label count are printed, not drawn.Pave vs CompUp · Pave vs BambooHR Compensation · Ravio vs CompUp
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 compensation management page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
CompUpFirst choices, of fourteen modelsBambooHR Compensation
Direct20
Paraphrase10
Comparative001 against BambooHR Compensation
Budget-constrained221 against BambooHR Compensation
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 CompUp and BambooHR Compensation 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 | |
CompUp BambooHR Compensation first choice named as an alternative argued againstblank: not namedEach cell is one answer, CompUp on the left and BambooHR Compensation on the right.The direct prompt
The plain question, one answer per model, grouped by where CompUp and BambooHR Compensation stood in it.
CompUp first, BambooHR Compensation not the choice
2 of 14 modelsBambooHR Compensation was named in the answer but not as the choice, or not at all.Llama 4 MaverickCompUp, Paylocity
MiniMax M2.5CompUp alternatives: CaptivateIQ, Figures, Paylocity, Pequity
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.Perplexity SonarCompport alternatives: CaptivateIQ, CompUp, HiBob, Payscale Ascent, Ravio
Mistral SmallRavio alternatives: CompUp, Pave, Payscale, beqom
GLM 4.7 FlashXPayscale Ascent alternatives: BambooHR Compensation, CompUp, Comprehensive, Figures, Lattice Compensate, Pave, Paycor, Ravio
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HiBob alternatives: Qobra, Salary.com, Visdum, beqom
GPT-5.4 miniCaptivateIQ alternatives: Everstage, QuotaPath, Spiff
Gemini 3.5 FlashCaptivateIQ, Pave alternatives: Barley, Everstage, HiBob, QuotaPath, Salesforce Spiff
Grok 4.1 FastPaycom alternatives: Comprehensive.io, HiBob, QuotaPath, Salary.com, Visdum
DeepSeek V4 FlashComprehensive, Pave alternatives: CaptivateIQ, Lattice Compensation, Payscale Ascent
Qwen 3.7 FlashQuotaPath alternatives: Paylocity, Performio, Ravio, Visdum
Kimi K2Comprehensive alternatives: CaptivateIQ, Lattice Compensate, Pave, Ravio
GPT-6 LunaCaptivateIQ alternatives: Lattice Compensation, Payscale, Performio, Salesforce Spiff
Muse Glimmer 30Bno first choice
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 Compensation leads by twelve points.
BambooHR Compensation16%#2 of 16CompUp4%#– of 16Mid-marketThe figures above
The order flips: CompUp leads at mid-market.
CompUp9%#4 of 13BambooHR Compensation4%#7 of 13Enterprise
CompUp leads by two points.
CompUp2%#– of 15BambooHR Compensation0%#– of 15What the models said about CompUp
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“CompUp appears particularly well-suited for mid-market and enterprise organizations running complex, multi-country compensation cycles.” MiniMax M2.5 · direct prompt · first choice
What the models said about BambooHR Compensation
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“add CompUp at ~$3/employee/year rather than $6/seat/month Lattice Compensate or BambooHR Elite at $25/employee” Muse Glimmer 30B · budget prompt · soft negative
“Basic comp tools gated behind top-tier plan” Kimi K2 · comparative prompt · soft negative
“BambooHR is worth evaluating: its Elite plan lists compensation planning, salary benchmarking, and pay bands at $25 per employee/month” GPT-6 Luna · budget prompt · first choice
“I would choose BambooHR for the best mix of affordability, usability, and compensation features.” Perplexity Sonar · budget prompt · first choice
“Affordable comp module in core HR platform; analytics + equity tools. | Gated behind higher tiers” Grok 4.1 Fast · paraphrase prompt · alternative
Also compared
Pave vs CompUpPave vs BambooHR CompensationRavio vs CompUpRavio vs BambooHR CompensationComprehensive vs CompUpComprehensive vs BambooHR CompensationCompUp vs CaptivateIQCompUp vs PaycomCompUp vs HiBobCaptivateIQ vs BambooHR CompensationPaycom vs BambooHR CompensationBambooHR Compensation vs HiBobAll twenty-eight head-to-head pages and the full compensation management standing
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.