| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Microsoft 365 management | IT operations and endpoint | 4% | 8 of 149 | 18% | 17 | accepted challenger |
| 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 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 1 | 2 | 3 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 1 | 1 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Multi-tenant admin & provisioning | CIPP (open-source) or Microsoft Lighthouse (basic baseline)” DeepSeek V4 Flash · M365 management · negative prompt · first choice
“start with AdminDroid's free edition or CIPP (if you need multi-tenant management)” Mistral Small · M365 management · budget prompt · first choice
“Top Recommendation: CIPP (CyberDrain Improved Partner Portal)” MiniMax M2.5 · M365 management · budget prompt · first choice
“Choose CIPP if: You're an MSP wanting maximum flexibility at minimal cost and don't mind self-management” Kimi K2 · M365 management · comparative prompt · alternative
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.
“Use cautiously third‑party tools like Augmentt, Skykick, or CIPP—validate their features, support, and security posture before committing.” GLM 4.7 FlashX · M365 management · negative prompt · soft negative
“some criticized in reviews for minimal customization like early CIPP versions” Grok 4.1 Fast · M365 management · negative prompt · soft negative
“Hosted starts low (~$99/month, but avoid if budget-tight).” Grok 4.1 Fast · M365 management · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 37 of the 37 answers that named CIPP and are not a share of its labels.
192 of the 192 domain citations in answers naming CIPP came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 37 | 37 | 2026-09-24 | MFA | |
| Template or tool | 34 | 31 | 2026-10-02 | ||
| Comparison | 1 | 1 | 2026-08-11 |
Every page cipp.app exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What CIPP's own pages state, read October 5, 2026: cipp.app. A claimed page can correct any of them.
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 CIPP'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 CIPP, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for CIPP by email, built from the raw record of the edition. It shows: