6 categories · Named, not rankedSalesforce
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Financial reporting and dashboards | Planning and analysis | 0% | 114 of 133 | 50% | 2 | under 10 labels · led by Sage Intacct at 27% |
| Accounts receivable automation | Receivables and billing | 0% | 64 of 77 | 0% | 1 | under 10 labels · led by Zoho Books at 15% |
| Entity management | Equity and corporate | 0% | 75 of 87 | 100% | 1 | under 10 labels · led by Athennian at 18% |
| Financial close management | Accounting and close | 0% | 19 of 68 | 0% | 1 | under 10 labels · led by FloQast at 60% |
| Revenue recognition | Accounting and close | 0% | 71 of 77 | 100% | 1 | under 10 labels · led by Maxio at 15% |
| SaaS metrics and analytics | Planning and analysis | 0% | 80 of 81 | 100% | 1 | under 10 labels · led by ChartMogul at 45% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 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 | 0 | 3 | 3 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Salesforce Sales Cloud: Best for enterprise depth and customization; it's repeatedly positioned as the strongest choice for large organizations” Perplexity Sonar · Financial close manageme · comparative prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“These tools focus on *user behavior*, not *financial health*. They are terrible at calculating Net Revenue Retention (NRR)” Qwen 3.7 Flash · SaaS metrics · negative prompt · hard negative
“Be cautious about spending time customizing native, siloed reports.” Gemini 3.5 Flash · Financial reporting · negative prompt · hard negative
“rather than building your own on Salesforce/HubSpot, which often requires excessive customization” Qwen 3.7 Flash · Entity management · negative prompt · soft negative
“Be careful if you rely solely on your sales or billing platform for recognition logic.” Qwen 3.7 Flash · Revenue recognition · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 11 of the 17 answers that named Salesforce and are not a share of its labels.
Domains cited
Twenty-eight of the twenty-eight domain citations in answers naming Salesforce came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Salesforce
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Salesforce's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Salesforce, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at salesforceben.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.