# Improvado AI Agent: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/improvado-ai-agent

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI marketing agents](https://www.gane.ai/index/gtm/marketing/ai-marketing-agents/index.md) | 0% | 41 | 0% | 3 |

## What the models said for it

- "best for mid-market to enterprise B2B teams managing 10+ marketing platforms who need unified analytics" (Claude Haiku 4.5, AI marketing agents)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Improvado AI Agent, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- improvado.io: 3 (its own site)
- beomniscient.com: 2
- mastra.ai: 2
- startupstash.com: 2
- 1mind.com: 1
- ai-bees.io: 1
- aimonk.com: 1
- aitude.com: 1
- arahi.ai: 1
- b2bsaasreviews.com: 1

### Pages cited

- https://improvado.io/blog/ai-marketing-agent: 2
- https://mastra.ai/articles/ai-agents-for-marketing: 2
- https://startupstash.com/top-ai-marketing-agents: 2
- https://1mind.com/blog-articles/ai-marketing-automation-platforms-2026-buyers-guide: 1
- https://ai-bees.io/post/b2b-marketing-tools: 1
- https://aimonk.com/ai-agents-for-marketing-tools-workflows: 1
- https://aitude.com/7-b2b-marketing-agencies-using-ai-to-build-pipeline-in-2026: 1
- https://arahi.ai/blog/ai-agents-for-marketing: 1

## What it publishes

Every page improvado.io exposes, read 2026-09-29: 3008 addresses. By kind, pages and the last 90 days:

- blog: 738 pages, 47 in the last 90 days, latest 2026-09-27
- case study: 18 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 6 pages, 0 in the last 90 days, latest 2026-02-12
- report or ebook: 51 pages, 1 in the last 90 days, latest 2026-09-18
- comparison: 191 pages, 10 in the last 90 days, latest 2026-09-09
- template or tool: 4 pages, 0 in the last 90 days, latest 2024-09-30
- glossary or explainer: 47 pages, 0 in the last 90 days, latest 2026-06-04
- podcast or video: 1 pages, 0 in the last 90 days, latest 2026-04-22
- news or press: 15 pages, 0 in the last 90 days, latest 2025-02-25
- Recent: 2026-09-27 blog: Google ads meta ads mcp claude https://improvado.io/blog/google-ads-meta-ads-mcp-claude
- Recent: 2026-09-23 blog: Ios 26 link tracking protection attribution https://improvado.io/blog/ios-26-link-tracking-protection-attribution
- Recent: 2026-09-23 blog: Is etl dead https://improvado.io/blog/is-etl-dead
- Recent: 2026-09-18 blog: How to measure ai search visibility https://improvado.io/blog/how-to-measure-ai-search-visibility
- Recent: 2026-09-18 report or ebook: Facebook pages troubleshooting https://improvado.io/docs/facebook-pages-troubleshooting
- Recent: 2026-09-17 blog: Carcinization of b2b software https://improvado.io/blog/carcinization-of-b2b-software

## Record

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