Data as of Oct 18, 2026Based on 906 AI responses
Reviewed by Dimitry Apollonsky
Rank and Mentioned in · since Jul 5
| # | Brand | Recommended for | Mentioned in |
|---|---|---|---|
| 1 | audit-grade carbon accounting for financial institutions and SEC disclosure workflows | audit-grade carbon accounting for financial institutions and SEC disclosure workflows | 50% |
| 2 | measuring comprehensive operational and supply chain emissions across large enterprises | measuring comprehensive operational and supply chain emissions across large enterprises | 42% |
| 3 | building auditable narrative reports and regulatory compliance disclosures | building auditable narrative reports and regulatory compliance disclosures | 26% |
| 4 | managing complex, large-scale industrial ESG data and ERP integrations | managing complex, large-scale industrial ESG data and ERP integrations | 25% |
| 5 | collaborative internal emissions management and automated multi-supplier carbon tracking | collaborative internal emissions management and automated multi-supplier carbon tracking | 17% |
| 6 | scientific Scope 3 calculation rigor and automated supplier carbon surveys | scientific Scope 3 calculation rigor and automated supplier carbon surveys | 16% |
| 7 | complex carbon accounting and lifecycle assessments for heavy industry | complex carbon accounting and lifecycle assessments for heavy industry | 15% |
| 8 | carbon footprint modeling and decarbonization scenarios for heavy industry operations | carbon footprint modeling and decarbonization scenarios for heavy industry operations | 12% |
| 9 | mid-market carbon accounting with automated software integrations and rapid setup | mid-market carbon accounting with automated software integrations and rapid setup | 9% |
| 10 | API-driven emission factor automation and freight shipment calculations | API-driven emission factor automation and freight shipment calculations | 9% |
| 11 | 8% | ||
| 12 | 8% | ||
| 13 | 7% | ||
| 14 | 6% | ||
| 15 | 6% |
What’s changing · since July
Since July, Watershedrising has become a common answer for calculating portfolio financed emissions and managing third-party logistics data. Meanwhile, Persefonirising and Normativerising are named regularly for supply chain Scope 3 tracking, while Workivafalling is named occasionally for financed emissions.
Weeks of Aug 17 – Oct 18, 2026 · Since Jul 5
Widest split: IBM Envizi, 33% on ChatGPT Search and 16% on Google AI Mode.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| Persefoni | 48% | 51% | |
| Watershed | 44% | 41% | |
| Workiva | 24% | 28% | |
| IBM Envizi | 33% | 16% | |
| Sweep | 15% | 19% | |
| Normative | 13% | 19% | |
| Sphera | 16% | 15% | |
| Sinai Technologies | 16% | 9% | |
| Greenly | 6% | 12% | |
| Climatiq | 10% | 8% |
49% of citations point at the ranked brands’ own sites. sweep.net, seedling.earth, linkedin.com are the most-cited sites outside the ranked brands’ own domains.
Market map
Mentioned in · since Jul 5
Leading brands by topic
We need to track Scope 3 emissions across our entire supply chain. Is there software that automates data collection from thousands of suppliers so we can move away from spreadsheets?
I need a software solution to automate Scope 3 carbon data collection from a large supplier base. We want to move away from spreadsheets for tracking emissions across thousands of vendors.
What’s the strongest narrative builder for emissions reporting compliance?
We are preparing a sustainability report. Who calculates corporate carbon footprints?
We are auditing our supply chain for slavery risks. Who provides supply chain intelligence data?
The 5 brands that lead or place most often
| Topic | Persefoni | Watershed | Workiva | Sphera | Google Cloud Carbon Footprint |
|---|---|---|---|---|---|
| Led by Persefoni 4 | |||||
We need to monitor the carbon footprint of our AI, data center, and cloud infrastructure. Which platforms can handle Scope 1, 2, and 3 emissions tracking for these computing operations?
I need an ESG reporting platform that automatically refreshes its emission factors. Which ones do that?
Which carbon management platforms support the emissions tracking needs of the oil and gas industry?
I'm looking for a carbon accounting tool that can handle the complexities of modeling emissions for heavy industry. Any suggestions?
What software platforms are best for tracking Scope 3 carbon data specifically for third-party logistics providers?
We are a financial institution looking for software to handle financed emissions calculations for our investment portfolio. Any recommendations?
| SEC climate disclosure compliance |
| Not named |
| Financed emissions calculation | Not named |
| Automated emission factor updates | Not named |
| Logistics emissions reporting | Not named |
| Led by Watershed 1 | |||||
| Product carbon footprinting and LCA | Not named | ||||
| Led by Workiva 1 | |||||
| ESG and financial reporting integration | Not named | ||||
| Led by Sphera 1 | |||||
| Heavy industry carbon accounting | Not named | Not named | |||
| Led by Google Cloud Carbon Footprint 1 | |||||
| Carbon intensity data for software platforms | Not named | ||||
| Led by other brands 4 | |||||
| Oil and gas carbon accounting | Not named | ||||
| Cloud and compute emissions tracking | Not named | Not named | |||
| Scope 3 emissions tracking | Not named | ||||
| Modern slavery compliance | Not named | Not named | Not named | Not named | Not named |
leads second or third named lowerblank: not named