One of fourteen models named Filejet first on the direct prompt; zero named CSC Entity Management. Filejet was named by fourteen of the fourteen models and CSC Entity Management by twelve and Filejet carries 48 labels and CSC Entity Management 31, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the entity management page.
Across every category in the November 2026 Edition, Filejet and CSC Entity Management were named in the same answer forty-eight times, of the 137 answers naming Filejet and the 95 naming CSC Entity Management. In those answers CSC Entity Management took the first choice two times and Filejet twelve.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“offers transparent per-entity pricing starting from $150/entity/year, making it one of the most cost-effective choices for budget-conscious companies” Claude Haiku 4.5 · budget prompt · first choice
“Filejet is widely considered the best option for mid-market companies that want to offload the heavy lifting of compliance management.” Qwen 3.7 Flash · direct prompt · first choice
“Choose Filejet if you want to automate the tedious work of submitting annual reports and paying fees to the government.” GLM 4.7 FlashX · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid or proceed with extreme caution with CSC Entity Management given its poor reviews and documented issues with invoicing, missed filings, and unresponsive support.” Muse Glimmer 30B · negative prompt · hard negative
“Multiple AI models and user reports explicitly warn against using CSC Entity Management due to these persistent problems.” Mistral Small · negative prompt · hard negative
“Poor user reviews citing issues like inaccurate invoicing, missed regulatory filings, unresponsive customer support” Grok 4.20 · negative prompt · hard negative
“CSC Entity Management is ranked #1 for enterprise entity governance with global records, filings, ownership tracking, and APIs” Claude Haiku 4.5 · comparative prompt · first choice
“My default recommendation: CSC Entity Management” GPT-6 Luna · paraphrase prompt · first choice
“CSC is an established player in the entity management space, distinguishing itself by combining software with expert support services.” MiniMax M2.5 · comparative prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.