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AI Visibility Benchmark

Which AI & MLOps platforms brands does AI recommend?

ChatGPT, Gemini and Claude are the new discovery channel. Every week we measure which brands they name in this category.

AI responses analysed
312,256
models queried
3
latest snapshot
19 Oct

South America

11 of 15 industries have data in Brazil

Showing AI & MLOps platforms in Brazil.

Brands AI names when someone asks about AI and MLOps platforms to build and deploy models.

The ranking reflects those questions, not the industry as a whole.

Snapshot of 5 October 202610 AI responses analysed72 verified mentions

This snapshot rests on 10 responses and 72 mentions. Enough to see the shape of the market, not to read small differences between positions.

Share of voice

How AI & MLOps platforms mentions are split in Brazil.

  • AWS11.1% share of voice, 8 mentions
  • Amazon SageMaker9.7% share of voice, 7 mentions
  • Vertex AI6.9% share of voice, 5 mentions
  • MLflow5.6% share of voice, 4 mentions
  • Microsoft Azure4.2% share of voice, 3 mentions
  • Other brands62.5% share of voice, 45 mentions

Out of 72 verified brand mentions in this snapshot.

Industry leader

AWS

AI & MLOps platforms · Brazil

Share of voice

11.1%

Mentions

8

vs previous

up 1

13% of its mentions appear in a favourable context.

Podium by model

The three models get the same questions. Where they differ is where the opportunity is.

ChatGPT

No data in this snapshot

Gemini

  1. Amazon SageMaker6 mentions
  2. AWS4 mentions
  3. Vertex AI4 mentions

Claude

  1. AWS4 mentions

Top 5 trend

Share of voice across the weekly snapshots.

The line breaks where no scan ran. We do not interpolate across weeks with no data.

View the series as a table
Share of voice for the top five brands in each weekly snapshot. Empty cells are weeks with no scan.
Brand16 Mar23 Mar30 Mar6 Apr8 Jun22 Jun6 Jul20 Jul3 Aug17 Aug31 Aug21 Sept5 Oct
AWSno scan4.8%no scanno scanno scan7.1%6.3%10.5%8.9%8.5%5.4%7.9%11.1%
Amazon SageMaker9.0%7.0%8.0%8.3%9.4%5.2%13.2%2.8%4.4%6.7%9.6%6.7%9.7%
Vertex AIno scanno scanno scanno scan12.0%9.7%8.6%9.8%no scan12.2%9.3%9.8%6.9%
MLflow4.1%3.2%3.1%no scanno scan3.9%4.6%4.2%no scanno scanno scanno scan5.6%
Microsoft Azureno scanno scanno scan5.2%no scan2.6%no scan4.9%10.4%4.9%no scan6.7%4.2%

Full ranking

Top 610 AI responses analysed in this snapshot
Places 1 to 5 of 6, by share of voice. The rest require unlocking.
#BrandSharevs previous
111.1%up 1
29.7%up 3
36.9%down 2
45.6%new
5Microsoft Azure4.2%no data

new: was not in the previous snapshot's ranking. no data: it moved, but on too few mentions to measure with confidence. Neither means the brand held still.

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Who moved

Movements between the last two snapshots in Brazil, across every published industry.

Biggest risers

  1. NuvemshopE-commerce platforms · rank 5 → 1+4
  2. IntelipostShipping & logistics platforms · rank 3 → 1+2
  3. AWSAI & MLOps platforms · rank 2 → 1+1
  4. RD StationBusiness software (CRM & B2B SaaS) · rank 2 → 1+1

Biggest fallers

  1. ShopifyE-commerce platforms · rank 1 → 2-1

How these numbers are built: methodology