# SaaS metrics and analytics for small business buyers: 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 small B2B company. Page: https://www.gane.ai/index/finance/planning/saas-metrics-and-analytics/2026-11/smb

**Standing:** ChartMogul leads with 41% of first choices; verdict clear leader. 56 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) | 41% | 7% | 68 |
| 2 | [ProfitWell Metrics](https://www.gane.ai/index/finance/vendors/profitwell-metrics/index.md) | 21% | 6% | 48 |
| 3 | [Baremetrics](https://www.gane.ai/index/finance/vendors/baremetrics/index.md) | 16% | 12% | 58 |
| 4 | [Databox](https://www.gane.ai/index/finance/vendors/databox/index.md) | 7% | 3% | 35 |
| 5 | [Looker Studio](https://www.gane.ai/index/finance/vendors/looker-studio/index.md) | 5% | 9% | 23 |
| 6 | [Intempt](https://www.gane.ai/index/finance/vendors/intempt/index.md) | 2% | 10% | 10 |
| 11 | [PostHog](https://www.gane.ai/index/finance/vendors/posthog/index.md) | 0% | 7% | 27 |
| 12 | [Mixpanel](https://www.gane.ai/index/finance/vendors/mixpanel/index.md) | 0% | 27% | 37 |
| 13 | [Metabase](https://www.gane.ai/index/finance/vendors/metabase/index.md) | 0% | 8% | 12 |
| 54 | [Microsoft Power BI](https://www.gane.ai/index/finance/vendors/microsoft-power-bi/index.md) | 0% | 40% | 10 |
| 63 | [Heap](https://www.gane.ai/index/finance/vendors/heap/index.md) | 0% | 45% | 11 |
| 95 | [Amplitude](https://www.gane.ai/index/finance/vendors/amplitude/index.md) | 0% | 54% | 28 |

Rank is by share of first choices among all 99 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: ProfitWell Metrics; alternatives ChartMogul, Databox, Metabase
- GPT-5.4 mini: ChartMogul; alternatives Baremetrics, Microsoft Power BI, Tableau
- Gemini 3.5 Flash: ChartMogul; alternatives Baremetrics, Databox, Geckoboard, June.so
- Perplexity Sonar: Databox; alternatives ChartMogul, Dreamdata, Looker Studio, Mixpanel
- Grok 4.20: ProfitWell Metrics; alternatives Baremetrics, ChartMogul
- Mistral Small: Intempt; alternatives Baremetrics, ChartMogul, Databox, Metabase
- DeepSeek V4 Flash: ChartMogul; alternatives Baremetrics, Databox, Looker Studio
- Llama 4 Maverick: Google Sheets, SaaS Metrics Dashboard in Excel; alternatives Intempt, Metabase, Taskade Genesis
- Qwen 3.7 Flash: Baremetrics, ChartMogul; alternatives Looker Studio, ProfitWell Metrics
- Kimi K2: ProfitWell Metrics; alternatives Baremetrics, ChartMogul
- GLM 4.7 FlashX: Baremetrics, ChartMogul; alternatives Looker Studio, Metabase
- MiniMax M2.5: ChartMogul; alternatives Baremetrics, Metabase, ProfitWell Metrics
- GPT-6 Luna: ChartMogul; alternatives ProfitWell Metrics, Stripe's built-in Billing analytics
- Muse Glimmer 30B: Baremetrics; alternatives ChartMogul, Databox, ProfitWell Metrics

## Sources the answers cite

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

- baremetrics.com: 46 answers, 82 citations
- intempt.com: 35 answers, 35 citations
- databox.com: 32 answers, 47 citations
- chartmogul.com: 23 answers, 32 citations
- saas.toolsinfo.com: 18 answers, 27 citations
- indinero.com: 17 answers, 19 citations
- basedash.com: 15 answers, 20 citations
- g2.com: 15 answers, 18 citations

Pages named in the most answers:

- https://intempt.com/blog/best-analytics-tools-saas (35 answers)
- https://baremetrics.com/blog/best-saas-metrics-platforms (24 answers)
- https://databox.com/10-analytics-tools-that-help-every-team-member-magically-boost-performance (22 answers)
- https://indinero.com/blog/saas-metrics-dashboard-essentials (17 answers)
- https://databox.com/best-analytics-tools-saas-companies (15 answers)
- https://baremetrics.com/academy/top-6-revenue-analytics-tools-for-saas-businesses (14 answers)
- https://netsuite.com/portal/resource/articles/erp/saas-dashboards.shtml (12 answers)
- https://saasrise.substack.com/p/saas-metrics-platform-rankings-report (12 answers)
- https://baremetrics.com/blog/best-subscription-metrics-platforms (10 answers)
- https://baremetrics.com/blog/what-is-chartmogul (10 answers)

## Warned against

- Amplitude: 15 of 28 labels negative. "Enterprise-heavy tools like Amplitude, Mixpanel, or Pendo are excluded as they're more product analytics-focused and can get expensive quickly." (Grok 4.20, comparative prompt)
- Mixpanel: 10 of 37 labels negative. "Enterprise-heavy tools like Amplitude, Mixpanel, or Pendo are excluded" (Grok 4.20, comparative prompt)
- Tableau: 9 of 11 labels negative. "Avoid until you have a dedicated analytics person: Tableau (~$70/user/month): Requires SQL knowledge and data modeling expertise." (Kimi K2, negative prompt)
- Maxio Metrics: 10 of 13 labels negative. "Why to avoid: Tools like Maxio (formerly SaaSOptics) or NetSuite SuiteAnalytics are built for late-stage SaaS companies" (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: ChartMogul at 41%.

- ChartMogul: 53% to 41%, −12. Cleared the floor by 2 points · rank 1 of 99, unchanged.
- ProfitWell Metrics: 26% to 21%, −5. Inside the floor by 5 points · rank 2 of 99, unchanged.
- Databox: 2% to 7%, +5. Inside the floor by 5 points · rank 4 of 99, unchanged.
- Baremetrics: 13% to 16%, +3. Inside the floor by 7 points · rank 3 of 99, unchanged.
- Looker Studio: 2% to 5%, +3. Inside the floor by 7 points · rank 5 of 99, unchanged.
- Intempt: 0% to 2%, +2. New · not ranked in October 2026 · rank 6 of 99.
- PostHog: 0% to 0%, ±0. Inside the floor by 10 points · rank 9 → 11 of 99.
- Mixpanel: 0% to 0%, ±0. Inside the floor by 10 points · rank 8 → 12 of 99.
- Metabase: 0% to 0%, ±0. Inside the floor by 10 points · rank 10 → 13 of 99.
- Microsoft Power BI: 0% to 0%, ±0. Inside the floor by 10 points · rank 72 → 54 of 99.
- Heap: 0% to 0%, ±0. Inside the floor by 10 points · rank 81 → 63 of 99.
- Amplitude: 0% to 0%, ±0. Inside the floor by 10 points · rank 79 → 95 of 99.

## 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.