Six of fourteen models named Smarsh Enterprise Archive first on the direct prompt; two named Microsoft Purview. Both were named by all fourteen models and Smarsh Enterprise Archive carries 53 labels and Microsoft Purview 31, so the shares are not directly comparable.
Named in one category this edition.
Named in eleven categories 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 communications archiving and compliance page.
Across every category in the November 2026 Edition, Smarsh Enterprise Archive and Microsoft Purview were named in the same answer seventy-three times, of the 160 answers naming Smarsh Enterprise Archive and the 562 naming Microsoft Purview. In those answers Microsoft Purview took the first choice sixteen times and Smarsh Enterprise Archive twenty-six.
| 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.
“Smarsh Enterprise Archive and Proofpoint Enterprise Archive are considered "criticized challengers" due to their complex pricing, unavailability of functions, slow search” Llama 4 Maverick · negative prompt · hard negative
“Avoid or be truly cautious about: Global Relay (if you're not a large enterprise), Veritas Enterprise Vault (if you're not already locked in), and Smarsh” DeepSeek V4 Flash · negative prompt · hard negative
“heavily criticized for complex and vague pricing, slow search performance... Many models and user reviews consider these issues as deal breakers.” Mistral Small · negative prompt · hard negative
“Best overall for large-scale communications archiving, for organizations needing capture across 100-plus channels with mature surveillance and discovery workflows.” Muse Glimmer 30B · comparative prompt · first choice
“Exceptional breadth of channel capture... Financial institutions facing SEC/FINRA scrutiny generally lean toward Global Relay, Smarsh, or Shield” Gemini 3.5 Flash · comparative prompt · first choice
“Smarsh is well-suited for regulated enterprises and growing mid-market firms that need supervision across multiple communication channels” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“it is not recommended for strict regulatory compliance because it lacks full immutability and supervision features” Mistral Small · negative prompt · hard negative
“Cons: Often clunky across non-native channels (SMS, WhatsApp, LinkedIn), complex UI, and can get expensive to upgrade all 500 users to E5 just for compliance.” Gemini 3.5 Flash · scale prompt · soft negative
“Best All-in-One for Microsoft-Centric Workplaces: Microsoft Purview ... often the most cost-effective and seamless place to start.” Gemini 3.5 Flash · paraphrase prompt · first choice
“If your company is already paying for Microsoft 365 Business Premium or Enterprise plans, Purview is the logical first choice.” Qwen 3.7 Flash · paraphrase prompt · first choice
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.