Nine of fourteen models named WiseStamp first on the direct prompt; zero named BulkSignature. WiseStamp was named by fourteen of the fourteen models and BulkSignature by seven and WiseStamp carries 51 labels and BulkSignature 11, 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 email signature management page.
| 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. Six of eight in this category shown.
“tools that should be avoided or used with caution. Some of the tools mentioned include WiseStamp, Exclaimer, and Microsoft 365/Google Workspace native tools.” Llama 4 Maverick · negative prompt · hard negative
“Flagged for notable security and compliance concerns, including the absence of general SAML SSO and no public API” Mistral Small · negative prompt · hard negative
“WiseStamp or similar client-side products when tamper-proof governance is required: WiseStamp's enforcement is reported as client-side, with limitations around audit trails” Perplexity Sonar · negative prompt · soft negative
“WiseStamp is the best overall choice due to its balance of ease of use, centralized management, and support for multiple platforms” Mistral Small · paraphrase prompt · first choice
“API-based options like WiseStamp (strong for Google Workspace/SMBs, low privacy risk, AI features, good compliance)” Grok 4.20 · negative prompt · first choice
“The Best All-Around & Best Value: WiseStamp ... frequently cited as the top choice for mid-sized organizations” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Generally rated weaker for mid-to-large organizations” Grok 4.20 · negative prompt · hard negative
“rated as "Weak" or "Moderate" for enterprise use” Mistral Small · negative prompt · soft negative
“The best email signature management tool for a company with a limited budget is BulkSignature” Llama 4 Maverick · budget prompt · first choice
“BulkSignature is recommended for Google-first SMBs (10-40 employees) where budget is the primary driver” Claude Haiku 4.5 · budget prompt · alternative
“BulkSignature at ~$0.88/user/mo billed yearly is the lowest listed managed price” Muse Glimmer 30B · budget 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.