# IBM Envizi: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 25 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/finance/vendors/ibm-envizi

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ESG and carbon reporting](https://www.gane.ai/index/finance/corporate/esg-and-carbon-reporting/index.md) | 0% | 24 | 28% | 25 |

## What the models said for it

- "Workiva and IBM Envizi tend to stand out" (GPT-5.4 mini, ESG and carbon reporting)
- "Choose IBM Envizi, Microsoft, or SAP when data integration across a large existing technology estate matters most." (Perplexity Sonar, ESG and carbon reporting)
- "IBM Envizi is recommended for sprawling enterprises managing many sites and operational data types." (MiniMax M2.5, ESG and carbon reporting)
- "Envizi excels at capturing raw utility data, IoT sensor data, and facility management metrics." (Gemini 3.5 Flash, ESG and carbon reporting)

## And against it

- "What to Avoid ... Workiva, Sphera, IBM Envizi – Enterprise-grade platforms with heavy implementation costs" (DeepSeek V4 Flash, ESG and carbon reporting)
- "Avoid Workiva, IBM Envizi, and similar enterprise platforms" (Perplexity Sonar, ESG and carbon reporting)
- "High-end, enterprise-heavy suites (e.g., Workiva, IBM Envizi, SAP Sustainability Footprint) can take 6–12 months to configure and cost six figures annually." (Gemini 3.5 Flash, ESG and carbon reporting)
- "often requires more configuration and expertise to set up... not a turnkey reporting tool" (DeepSeek V4 Flash, ESG and carbon reporting)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 3 | 4 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 1 | 3 | 0 | 4 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 2 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named IBM Envizi, from 86 of the 92 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 27
- toolradar.com: 26
- cfoshortlist.com: 22
- fanruan.com: 22
- greenly.earth: 16
- upes.ac.in: 16
- coolset.com: 15
- ibm.com: 15 (its own site)
- seedling.earth: 15
- onestopesg.com: 14

### Pages cited

- https://cfoshortlist.com/reports/esg-csrd-reporting-software: 21
- https://toolradar.com/guides/best-esg-reporting-software: 19
- https://upes.ac.in/blog/business/esg-reporting-software-tools-and-benefits: 16
- https://coolset.com/academy/best-esg-reporting-software-tools: 13
- https://cubemos.com/en/blog/esg-software-vergleich: 13
- https://greenly.earth/en-us/blog/company-guide/our-top-5-esg-softwares: 13
- https://benevity.com/blog/best-esg-reporting-software: 12
- https://cio.com/article/1307195/esg-software-6-tips-for-selecting-the-best-fit-for-your-business.html: 12

## In its own words

What IBM Envizi's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Strengthen reporting, reduce risk and accelerate decarbonization with trusted, AI-assisted sustainability data management (https://www.ibm.com/products/envizi)
- For: software teams (https://developer.ibm.com/articles/embed-emissions-insights-envizi-api)
- Price stated: Envizi’s pricing is based on the data volume you need to manage, ensuring scalability as your requirements grow. Your exact requirements will be scoped during the sales process and our pricing calculator will provide an indicative number. (https://www.ibm.com/products/envizi)
- Free plan or trial: try the IBM Envizi Emissions API for free by signing up and getting started in a few minutes (https://developer.ibm.com/articles/embed-emissions-insights-envizi-api)
- Customers named: Ikano Group, Downer Group, BanFast Förvaltning AB, GPT Group, Downer

## 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.