Baremetrics vs Looker
Zero of fourteen models named Baremetrics first on the direct prompt; one named Looker. Baremetrics was named by fourteen of the fourteen models and Looker by eight and Baremetrics carries 49 labels and Looker 11, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 saas metrics and analytics page.
By framing
BaremetricsFirst choices, of fourteen modelsLooker
Across every category in the October 2026 Edition, Baremetrics and Looker were named in the same answer thirty-one times, of the 157 answers naming Baremetrics and the 98 naming Looker. In those answers Looker took the first choice one time and Baremetrics five.
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 | | | | |
Baremetrics Looker first choice named as an alternative argued againstblank: not namedEach cell is one answer, Baremetrics on the left and Looker on the right.The direct prompt
Looker first, Baremetrics not the choice
1 of 14 modelsBaremetrics was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 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
Baremetrics13%#3 of 12Looker0%#– of 12Baremetrics2%#6 of 14Looker2%#8 of 14Looker6%#3 of 11Baremetrics2%#7 of 11What the models said about Baremetrics
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid Baremetrics, basic ChartMogul, basic ProfitWell, and Tableau if you need reliable subscription-revenue metrics.” GLM 4.7 FlashX · negative prompt · hard negative
“Criticized for poor customer service, data inconsistencies, and high costs” Mistral Small · negative prompt · hard negative
“large enterprises should avoid or be cautious about Baremetrics” Llama 4 Maverick · negative prompt · hard negative
“Need hosted, set-and-forget revenue reporting with accurate MRR breakdowns: ChartMogul or Baremetrics.” Muse Glimmer 30B · comparative prompt · first choice
“Choose ChartMogul or Baremetrics if your priority is subscription revenue health” Perplexity Sonar · comparative prompt · first choice
“I'd suggest looking at Fairview, ChartMogul, or Baremetrics as starting points.” MiniMax M2.5 · scale prompt · first choice
What the models said about Looker
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“too heavy and expensive for early-stage SaaS companies” Mistral Small · negative prompt · hard negative
“you might not yet have the massive data engineering resources required to build custom BI dashboards (like Looker or Tableau)” Gemini 3.5 Flash · direct prompt · soft negative
“Modern BI Tools (e.g., Looker, PowerBI, Tableau): Better if you have a dedicated data team... requires technical resources.” Qwen 3.7 Flash · scale prompt · soft negative
“If you want one default recommendation, I'd usually pick Looker for a mid-market B2B company” GPT-5.4 mini · direct prompt · first choice
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.