Crunchr vs ChartHop
Six of fourteen models named Crunchr first on the direct prompt; six named ChartHop. Crunchr was named by thirteen of the fourteen models and ChartHop by fourteen and Crunchr carries 48 labels and ChartHop 43, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight categories 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 people analytics page.
By framing
CrunchrFirst choices, of fourteen modelsChartHop
Across every category in the October 2026 Edition, Crunchr and ChartHop were named in the same answer sixty-four times, of the 104 answers naming Crunchr and the 382 naming ChartHop. In those answers ChartHop took the first choice twelve times and Crunchr ten.
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 4.1 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 | | | | | | |
Crunchr ChartHop first choice named as an alternative argued againstblank: not namedEach cell is one answer, Crunchr on the left and ChartHop on the right.The direct prompt
Both were the first choice
2 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Crunchr first, ChartHop an alternative
4 of 14 modelsChartHop was named in the answer but not as the choice, or not at all.ChartHop first, Crunchr not the choice
4 of 14 modelsCrunchr was named in the answer but not as the choice, or not at all.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.Neither was named
1 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
ChartHop8%#2 of 16Crunchr0%#13 of 16Crunchr22%#1 of 11ChartHop21%#2 of 11ChartHop11%#3 of 10Crunchr6%#4 of 10What the models said about Crunchr
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“criticized challenger in SMB modelling and included in the enterprise-grade caution list” Muse Glimmer 30B · negative prompt · hard negative
“avoid enterprise-focused tools like Visier, Workday, One Model, ChartHop, Crunchr” Mistral Small · negative prompt · hard negative
“Enterprise tools like Visier/Crunchr (~$50K+/yr) aren't budget-friendly.” Grok 4.1 Fast · budget prompt · hard negative
“In summary, Crunchr is a strong, practical choice for organizations that want straightforward, self-service HR analytics and workforce insights, especially in the mid-market segment.” Muse Glimmer 30B · paraphrase prompt · first choice
“Crunchr and ChartHop are frequently cited as top choices due to their scalability, ease of use, and focus on self-serve analytics.” Mistral Small · direct prompt · first choice
“1. Crunchr: Best for mid-market and enterprise HR teams that want self-serve people analytics without building everything in BI.” Llama 4 Maverick · direct 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 enterprise-focused tools like ... ChartHop ... ChartHop ($2–$8/employee/month) or Lattice may lack the enterprise depth needed for thousands of users.” Mistral Small · negative prompt · hard negative
“skip if very tight budget ... $9,000/year minimum contract – a deal-breaker for small teams” DeepSeek V4 Flash · budget prompt · soft negative
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.