Prompt
Can you recommend a carbon data management software for calculating emissions factors from spreadsheet uploads and API feeds?
Latest observation
Yes — if you want carbon data management software that can ingest spreadsheet uploads and API feeds and help calculate emissions factors / emissions, the strongest fit depends on whether you want:
- enterprise carbon accounting
- supplier data collection
- custom factor calculation / data transformation
- audit-ready reporting
Good options to evaluate
1. Watershed
- Strong for enterprise carbon accounting
- Supports data ingestion from files and systems integrations
- Good for Scope 1, 2, and 3 workflows
- Better if you want a polished platform with implementation support
2. Persefoni
- Robust carbon accounting and reporting platform
- Handles data uploads, integrations, and structured calculations
- Good for finance/ESG teams needing auditability and reporting
3. Sweep
- Designed for carbon data management and emissions calculations
- Often a good fit if you want more flexibility in data collection and factor mapping
- Works well for companies managing lots of activity data
4. Normative
- Focuses on carbon accounting from operational data
- Supports integrations and spreadsheet-based workflows
- Strong for automated emissions calculations
5. Plan A
- Good for ESG and carbon data workflows
- Offers integrations and spreadsheet uploads
- More practical for companies wanting broader sustainability reporting
6. Microsoft Sustainability Manager
- Best if you’re already in the Microsoft ecosystem
- Can ingest data from spreadsheets and APIs/connectors
- Useful for centralizing emissions factors and calculations, though setup can be more complex
If your main need is specifically:
“Upload spreadsheets + API feeds + calculate emissions factors programmatically”
you may also want to look at:
- Sphera
- IBM Envizi
- Salesforce Net Zero Cloud
- Workiva ESG
These tend to be stronger if you need enterprise data governance, API integrations, and reporting controls.
My quick recommendation
- Best overall enterprise option: Persefoni or Watershed
- Best for flexibility in data workflows: Sweep
- Best if you’re Microsoft-based: Microsoft Sustainability Manager
- Best for ESG reporting plus carbon: IBM Envizi or Workiva
If you want, I can also give you a shortlist by company size or a feature comparison table focused on:
- spreadsheet upload support
- API availability
- emissions factor management
- scope 3 handling
- audit trail / assurance readiness
Observation history
Unlock observation history
Create a free Obsurfable account to unlock historical responses, model comparisons, and deeper brand intelligence.
How did Obsurfable measure this prompt?
Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.
Which AI systems does Obsurfable collect answers from?
OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.