Databox vs Looker Studio
Two of fourteen models named Databox first on the direct prompt; zero named Looker Studio. Databox was named by twelve of the fourteen models and Looker Studio by eleven and Databox carries 28 labels and Looker Studio 16, so the shares are not directly comparable.
Named in two categories 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
DataboxFirst choices, of fourteen modelsLooker Studio
Across every category in the October 2026 Edition, Databox and Looker Studio were named in the same answer thirty-six times, of the 99 answers naming Databox and the 83 naming Looker Studio. In those answers Looker Studio took the first choice seven times and Databox one.
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 | | |
Databox Looker Studio first choice named as an alternative argued againstblank: not namedEach cell is one answer, Databox on the left and Looker Studio on the right.The direct prompt
Databox first, Looker Studio not the choice
2 of 14 modelsLooker Studio was named in the answer but not as the choice, or not at all.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
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
Databox2%#4 of 12Looker Studio2%#5 of 12Databox0%#10 of 11Looker Studio0%#– of 11What the models said about Databox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the best all-round dashboard is Databox combined with a subscription-revenue backend like ChartMogul” GLM 4.7 FlashX · direct prompt · first choice
“the best SaaS metrics dashboard is likely Databox's free plan or Google Looker Studio” Grok 4.1 Fast · budget prompt · first choice
“ChartMogul and Databox are the top recommendations” Mistral Small · direct prompt · first choice
What the models said about Looker Studio
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Bottom line: Avoid for everyday SaaS metrics. Use them only for ad-hoc exploration, not for board reporting.” DeepSeek V4 Flash · negative prompt · hard negative
“If you have \$0 budget, this is your best option.” Qwen 3.7 Flash · budget prompt · first choice
“Best truly free, unlimited option” Grok 4.1 Fast · budget prompt · first choice
“Pull those numbers into Looker Studio ... and layer on GA4 traffic, signups, and other sources.” GLM 4.7 FlashX · 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.