ESG and carbon reporting · RankedIBM Envizi
IBM Envizi is a sustainability data management product for ESG and carbon reporting, covering emissions and energy data · ibm.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Greenly is first at 33%.
Greenly is first at 24%. 0 of 14 models made it the first choice when asked directly.
Workiva ESG is first at 39%.
Why models recommend it
“Workiva and IBM Envizi tend to stand out”GPT-5.4 mini · Comparative question · first choice
“Choose IBM Envizi, Microsoft, or SAP when data integration across a large existing technology estate matters most.”Perplexity Sonar · Comparative question · alternative
“IBM Envizi is recommended for sprawling enterprises managing many sites and operational data types.”MiniMax M2.5 · Comparative question · alternative
“Envizi excels at capturing raw utility data, IoT sensor data, and facility management metrics.”Gemini 3.5 Flash · Comparative question · alternative
What gives them pause
“What to Avoid ... Workiva, Sphera, IBM Envizi – Enterprise-grade platforms with heavy implementation costs”DeepSeek V4 Flash · Budget-constrained question · warning
“Avoid Workiva, IBM Envizi, and similar enterprise platforms”Perplexity Sonar · Budget-constrained question · warning
“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 · Negative question · warning
“often requires more configuration and expertise to set up... not a turnkey reporting tool”DeepSeek V4 Flash · Comparative question · warning
Also on the shortlist
The products named in the same answers as IBM Envizi, over the 92 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 80 | 39 | View → | |
| 45 | 9 | View → | |
| 40 | 6 | View → | |
| 36 | 0 | View → | |
| 35 | 4 | View → | |
| 32 | 0 | View → | |
| 31 | 7 | View → | |
| 29 | 3 | View → | |
| 27 | 1 | View → | |
| 16 | 1 | View → |
What the models named instead of IBM Envizi →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on IBM Envizi's own site, not checked by Gane.
- For
- software teams
- 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.
- Free plan or trial
- try the IBM Envizi Emissions API for free by signing up and getting started in a few minutes
- Customers named
- Ikano Group, Downer Group, BanFast Förvaltning AB, GPT Group, Downer
- Also from IBM
- IBM Apptio Cloudability, IBM Blueworks Live, IBM Cognos, IBM Cognos Analytics, IBM Cognos Controller, IBM InfoSphere Data Architect and 4 more
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 86 of the 92 answers that named IBM Envizi and are not a share of its labels.
Domains cited
173 of the 188 domain citations in answers naming IBM Envizi came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |