Lattice Compensation vs QuotaPath
Zero of fourteen models named Lattice Compensation first on the direct prompt; zero named QuotaPath. Lattice Compensation was named by fourteen of the fourteen models and QuotaPath by eleven and Lattice Compensation carries 29 labels and QuotaPath 15, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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
Lattice CompensationFirst choices, of fourteen modelsQuotaPath
Across every category in the November 2026 Edition, Lattice Compensation and QuotaPath were named in the same answer sixteen times, of the 60 answers naming Lattice Compensation and the 41 naming QuotaPath. In those answers QuotaPath took the first choice zero times and Lattice Compensation zero.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | ||||||
| Grok 4.20 | | | | | ||
| 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 | |
Lattice Compensation QuotaPath first choice named as an alternative argued againstblank: not namedEach cell is one answer, Lattice Compensation on the left and QuotaPath on the right.The direct prompt
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.Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.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
Lattice Compensation2%#9 of 19QuotaPath2%#7 of 19Lattice Compensation4%#4 of 18QuotaPath2%#7 of 18Lattice Compensation0%#– of 17QuotaPath0%#– of 17What the models said about Lattice Compensation
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I recommend Pave or Lattice as top choices for salary planning and compensation review software” Grok 4.20 · paraphrase prompt · first choice
“for performance-linked pay, Lattice is ideal” Mistral Small · paraphrase prompt · first choice
“Lattice Compensation / HiBob / ChartHop: If you already use one of these for performance management or HRIS, evaluating their native compensation modules can save cost” Gemini 3.5 Flash · scale prompt · alternative
What the models said about QuotaPath
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“includes options like QuotaPath, Compease by HR Performance Solutions, and Leapsome” Llama 4 Maverick · budget prompt · first choice
“Sales commissions & AI planning | QuotaPath” GLM 4.7 FlashX · comparative prompt · first choice
“Offers AI-powered, dynamic commission plans and is noted for being affordable, making it a strong choice for smaller teams” Mistral Small · budget prompt · alternative
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.