# Sifflet: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 4 judge labels across 1 categories by 4 of 14 models. Page: https://it-ai-index.com/vendors/sifflet/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data quality and observability | 2% | 13 | 0% | 4 |

## What the models said for it

- "I'd suggest short-listing Monte Carlo and Sifflet for demos" (MiniMax M2.5, Data observability)
- "Better alternatives: Lightweight, targeted observability tools (like Metaplane or Sifflet)" (Gemini 3.5 Flash, Data observability)
- "Best for: Teams needing business context in alerts" (GLM 4.7 FlashX, Data observability)

## In its own words

What Sifflet's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The Control Plane for Data and AI (https://siffletdata.com/)
- For: data leaders, engineers, and platform teams (https://siffletdata.com/)
- Price stated: Free 14-day trial available. Paid plans available for teams and enterprises. (https://siffletdata.com/)
- Starting price: 0 (https://siffletdata.com/)
- Free plan or trial: Free 14-day trial available. (https://siffletdata.com/)
- Certifications: ISO/IEC 27001:2022 certificate
- Hosting: Customer's choice (EU or US), Europe (UK), EU (Ireland), US
- Customers named: Penguin Random House, Saint-Gobain, Euronext, Carrefour Links, Hypebeast, The Adaptavist, Etam, BBC Studios

## What it publishes

Every page siffletdata.com exposes, read 2026-10-05: 949 addresses. By kind, pages and the last 90 days:

- blog: 197 pages, 0 in the last 90 days, latest undated
- case study: 14 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 46 pages, 0 in the last 90 days, latest 2026-02-11
- conference or event: 5 pages, 0 in the last 90 days, latest undated
- comparison: 13 pages, 0 in the last 90 days, latest undated
- template or tool: 3 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-02-11 webinar or virtual event: 2026 data trends everything you need to know https://www.siffletdata.com/webinars-and-replays/2026-data-trends-everything-you-need-to-know
- Recent: 2026-02-10 webinar or virtual event: Ai agents for data observability https://www.siffletdata.com/webinars-and-replays/ai-agents-for-data-observability
- Recent: 2026-01-27 webinar or virtual event: Data observability in action sifflet for snowflake https://www.siffletdata.com/webinars-and-replays/data-observability-in-action-sifflet-for-snowflake

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.