A product needs 10 labels in a category before a share is stated. Upland ComSci has 6.
“Choose CostPerform or Upland ComSci when detailed budgeting and custom cost models matter more”Perplexity Sonar · Comparative question · alternative
“Solid for chargeback/showback; less robust for cloud cost intelligence”DeepSeek V4 Flash · Paraphrase question · alternative
“Helpful for distributed or multi-region operations.”GLM 4.7 FlashX · Paraphrase question · alternative
“a reasonable mid-market-friendly option”GPT-5.4 mini · Direct question · alternative
“Based on user reviews, concerns include: Connectivity issues during third-party integrations”Kimi K2 · Negative question · warning
The products named in the same answers as Upland ComSci, over the 16 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 14 | 1 | View → | |
| 12 | 1 | View → | |
| 11 | 1 | View → | |
| 10 | 0 | View → | |
| 9 | 7 | View → | |
| 9 | 0 | View → | |
| 8 | 0 | View → | |
| 7 | 0 | View → | |
| 6 | 1 | View → | |
| 6 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
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 →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 16 of the 16 answers that named Upland ComSci and are not a share of its labels.
No domain is on file for Upland ComSci, so its own site is not marked.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |