# SaaS metrics and analytics: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "SaaS metrics dashboard" and as "ARR analytics tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/finance/planning/saas-metrics-and-analytics/2026-11

**Standing:** ChartMogul leads with 43% of first choices; verdict clear leader. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [ChartMogul](https://www.gane.ai/index/finance/vendors/chartmogul/index.md) | 43% | 13% | 69 |
| 2 | [ProfitWell Metrics](https://www.gane.ai/index/finance/vendors/profitwell-metrics/index.md) | 13% | 28% | 46 |
| 3 | [Databox](https://www.gane.ai/index/finance/vendors/databox/index.md) | 9% | 0% | 23 |
| 4 | [Baremetrics](https://www.gane.ai/index/finance/vendors/baremetrics/index.md) | 4% | 18% | 55 |
| 5 | [Maxio Metrics](https://www.gane.ai/index/finance/vendors/maxio-metrics/index.md) | 4% | 8% | 24 |
| 6 | [Amplitude](https://www.gane.ai/index/finance/vendors/amplitude/index.md) | 4% | 26% | 35 |
| 7 | [Mixpanel](https://www.gane.ai/index/finance/vendors/mixpanel/index.md) | 2% | 20% | 40 |
| 8 | [PostHog](https://www.gane.ai/index/finance/vendors/posthog/index.md) | 2% | 14% | 21 |
| 9 | [Looker Studio](https://www.gane.ai/index/finance/vendors/looker-studio/index.md) | 2% | 0% | 11 |
| 10 | [Metabase](https://www.gane.ai/index/finance/vendors/metabase/index.md) | 2% | 8% | 13 |
| 21 | [Microsoft Power BI](https://www.gane.ai/index/finance/vendors/microsoft-power-bi/index.md) | 0% | 25% | 12 |
| 27 | [Looker](https://www.gane.ai/index/finance/vendors/looker/index.md) | 0% | 23% | 13 |

Rank is by share of first choices among all 97 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: ChartMogul; alternatives Baremetrics, Databox
- GPT-5.4 mini: Databox; alternatives Baremetrics, ChartMogul, Looker, Tableau
- Gemini 3.5 Flash: Mosaic; alternatives ChartMogul, Looker, Maxio Metrics, Metabase
- Perplexity Sonar: Databox; alternatives Amplitude, ChartMogul, Maxio Metrics, Mixpanel
- Grok 4.20: ChartMogul; alternatives Baremetrics, Metabase, ProfitWell Metrics
- Mistral Small: Fairview; alternatives Databox, Intempt
- DeepSeek V4 Flash: ChartMogul; alternatives Baremetrics, Databox, ProfitWell Metrics
- Llama 4 Maverick: ChartMogul
- Qwen 3.7 Flash: ProfitWell Metrics; alternatives Clari, Microsoft Power BI
- Kimi K2: ChartMogul; alternatives Amplitude, Baremetrics, Databox, Mixpanel
- GLM 4.7 FlashX: Amplitude, Databox; alternatives Google Analytics, Luzmo, Mixpanel
- MiniMax M2.5: Amplitude, Mixpanel; alternatives Domo
- GPT-6 Luna: ChartMogul; alternatives Grid, Maxio Metrics
- Muse Glimmer 30B: Baremetrics; alternatives ChartMogul, Databox, ProfitWell Metrics

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- baremetrics.com: 40 answers, 58 citations
- saas.toolsinfo.com: 28 answers, 43 citations
- chartmogul.com: 26 answers, 34 citations
- databox.com: 23 answers, 31 citations
- intempt.com: 21 answers, 21 citations
- g2.com: 18 answers, 30 citations
- saasrise.substack.com: 13 answers, 13 citations
- netsuite.com: 12 answers, 14 citations

Pages named in the most answers:

- https://baremetrics.com/blog/best-saas-metrics-platforms (26 answers)
- https://intempt.com/blog/best-analytics-tools-saas (21 answers)
- https://databox.com/best-analytics-tools-saas-companies (13 answers)
- https://saas.toolsinfo.com/s/saas-metrics/guide (13 answers)
- https://saasrise.substack.com/p/saas-metrics-platform-rankings-report (13 answers)
- https://databox.com/10-analytics-tools-that-help-every-team-member-magically-boost-performance (12 answers)
- https://chartmogul.com/compare (11 answers)
- https://ful.io/blog/saas-analytics-tools.md (10 answers)
- https://netsuite.com/portal/resource/articles/erp/saas-dashboards.shtml (10 answers)
- https://indinero.com/blog/saas-metrics-dashboard-essentials (9 answers)

## Warned against

- ProfitWell Metrics: 13 of 46 labels negative. "ProfitWell Metrics (by Paddle) — *Avoid if you need reliability*" (DeepSeek V4 Flash, negative prompt)
- Baremetrics: 10 of 55 labels negative. "Baremetrics has received similar warnings, particularly regarding: Reliability for subscription-revenue metrics at basic tiers" (MiniMax M2.5, negative prompt)
- ChartMogul: 9 of 69 labels negative. "Basic ChartMogul - Multiple AI models recommend avoiding the basic tier if you need reliable subscription-revenue metrics" (MiniMax M2.5, negative prompt)
- Amplitude: 9 of 35 labels negative. "Avoid for tight budgets: Tools like Amplitude, Heap, or Maxio, which quickly go custom/enterprise pricing" (Grok 4.20, budget prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: ChartMogul at 43%.

- ChartMogul: 49% to 43%, −6. Inside the floor by 4 points · rank 1 of 97, unchanged.
- Maxio Metrics: 8% to 4%, −4. Inside the floor by 6 points · rank 3 → 5 of 97.
- Databox: 6% to 9%, +3. Inside the floor by 7 points · rank 4 → 3 of 97.
- Baremetrics: 2% to 4%, +2. Inside the floor by 8 points · rank 6 → 4 of 97.
- Amplitude: 2% to 4%, +2. Inside the floor by 8 points · rank 7 → 6 of 97.
- Mixpanel: 0% to 2%, +2. Inside the floor by 8 points · rank 15 → 7 of 97.
- PostHog: 0% to 2%, +2. Inside the floor by 8 points · rank 16 → 8 of 97.
- Looker Studio: 4% to 2%, −2. Inside the floor by 8 points · rank 5 → 9 of 97.
- Metabase: 0% to 2%, +2. Inside the floor by 8 points · rank 18 → 10 of 97.
- Looker: 2% to 0%, −2. Inside the floor by 8 points · rank 14 → 27 of 97.
- ProfitWell Metrics: 14% to 13%, −1. Inside the floor by 9 points · rank 2 of 97, unchanged.
- Microsoft Power BI: 0% to 0%, ±0. Inside the floor by 10 points · rank 65 → 21 of 97.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.