Compensation management · September 2026 Edition
Comprehensive vs CompLogix
Two of twelve models named Comprehensive first on the direct prompt; four named CompLogix. Comprehensive was named by twelve of the twelve models and CompLogix by ten and Comprehensive carries 49 labels and CompLogix 20, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share15%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 29; printed, not drawn.
Labels4920A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Comprehensive reading right to left. Rank and label count are printed, not drawn.Payscale Ascent was named alongside these two in eight of the twelve direct answers. Pave vs Comprehensive · Pave vs CompLogix · Comprehensive vs Aeqium
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 compensation management page.
By framing
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
ComprehensiveFirst choices, of twelve modelsCompLogix
Direct24
Paraphrase61
Comparative001 against CompLogix
Budget-constrained50
Scale-constrained30
Negative00
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 Comprehensive and CompLogix 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 | | | | | |
Comprehensive CompLogix first choice named as an alternative argued againstblank: not namedEach cell is one answer, Comprehensive on the left and CompLogix on the right.The direct prompt
The plain question, one answer per model, grouped by where Comprehensive and CompLogix stood in it.
Both were the first choice
1 of 12 modelsThe answer named them together, and the judge labeled each a first choice.Kimi K2CompLogix, Comprehensive, Pave, Pequity alternatives: Aeqium, CompUp, Compport, Everstage, HiBob, Lattice Compensation
Comprehensive first, CompLogix an alternative
1 of 12 modelsCompLogix was named in the answer but not as the choice, or not at all.Perplexity SonarComprehensive, HiBob alternatives: CaptivateIQ, CompLogix, Payscale Ascent, Performio, QuotaPath, SalaryCube
CompLogix first, Comprehensive an alternative
3 of 12 modelsComprehensive was named in the answer but not as the choice, or not at all.Grok 4.1 FastCompLogix alternatives: Comprehensive, HiBob, Paylocity, Payscale Ascent, Salary.com CompAnalyst, SimplyMerit
GLM 4.7 FlashXAeqium, CompLogix, SalaryCube alternatives: HiBob, Pave, Payscale Ascent, SalaryCube Comp Planning
MiniMax M2.5CompLogix, HiBob HRIS, Paylocity, Payscale Ascent alternatives: HiBob, Pave
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashCaptivateIQ, Everstage, Pave alternatives: Aeqium, CompLogix, Compport, Comprehensive, Pequity, Performio, Qobra, QuotaPath
Mistral SmallEverstage, HiBob, Payscale Ascent alternatives: CompLogix, Compport, Paylocity, QuotaPath
DeepSeek V4 FlashLattice, Pave, QuotaPath alternatives: CaptivateIQ, CompLogix, Compport, Everstage, HiBob, Lattice Compensation, Payscale
Neither was named
4 of 12 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5HiBob HRIS, Payscale Ascent, QuotaPath alternatives: Everstage, Lattice, Paycom, Paylocity, Payscale, Xactly
GPT-5.4 miniCaptivateIQ, Lattice Compensation alternatives: HRSoft, Payscale, SAP SuccessFactors Compensation, Varicent, Xactly, Xactly Incent, beqom
Llama 4 MaverickEverstage alternatives: HiBob HRIS, Payscale Ascent
Qwen 3.7 FlashDeel, HiBob alternatives: Figures, Lattice, Payfactors, Payscale Ascent, Qommet, Salary.com
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
Comprehensive leads by four points.
Comprehensive7%#5 of 22CompLogix3%#– of 22Mid-marketThe figures above
Comprehensive leads by ten points.
Comprehensive15%#2 of 29CompLogix5%#4 of 29Enterprise
The order flips: CompLogix leads at enterprise.
CompLogix3%#4 of 22Comprehensive0%#– of 22What the models said about Comprehensive
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Comprehensive: Best all-in-one platform for replacing spreadsheets with custom, scalable compensation workflows. Suitable for companies with 100 to 2,000 employees.” Llama 4 Maverick · paraphrase prompt · first choice
“Choose Comprehensive if you want the best balance of flexibility, speed, and mid-market fit without going enterprise-heavy.” Perplexity Sonar · direct prompt · first choice
“Highly recommended for mid-sized teams, offering dedicated compensation planning with budget controls and structured approvals.” Mistral Small · paraphrase prompt · first choice
What the models said about CompLogix
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“they are highly services-heavy, often requiring dedicated implementation consultants and administrative support” Gemini 3.5 Flash · comparative prompt · soft negative
“I'd suggest evaluating CompLogix (if you need deep configurability) or HiBob (if you prefer an all-in-one HRIS platform) as your top choices.” MiniMax M2.5 · direct prompt · first choice
“CompLogix (Best Overall for Complexity & Configurability) ... CompLogix is the industry leader for the mid-market.” Qwen 3.7 Flash · paraphrase prompt · first choice
“CompLogix (Best Overall for Configurability and Support)” Grok 4.1 Fast · direct prompt · first choice
Also compared
Pave vs ComprehensivePave vs CompLogixComprehensive vs AeqiumComprehensive vs HiBobComprehensive vs Payscale AscentComprehensive vs Salary.com CompAnalystComprehensive vs RavioAeqium vs CompLogixCompLogix vs HiBobCompLogix vs Payscale AscentCompLogix vs Salary.com CompAnalystCompLogix vs RavioAll 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.