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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
305,887
models queried
3
latest snapshot
12 Oct

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 202618 AI responses analysed134 verified mentions

Share of voice

How AI & MLOps platforms mentions are split in Global.

  • Hugging Face9.0% share of voice, 12 mentions
  • AWS6.0% share of voice, 8 mentions
  • Cohere5.2% share of voice, 7 mentions
  • Google Cloud AutoML5.2% share of voice, 7 mentions
  • Amazon SageMaker4.5% share of voice, 6 mentions
  • Other brands70.1% share of voice, 94 mentions

Out of 134 verified brand mentions in this snapshot.

Industry leader

Hugging Face

AI & MLOps platforms · Global

Share of voice

9.0%

Mentions

12

vs previous

up 6

25% 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

  1. Amazon SageMaker3 mentions
  2. DataRobot3 mentions
  3. Google Cloud AutoML3 mentions

Gemini

  1. Hugging Face7 mentions
  2. AWS5 mentions
  3. Cohere4 mentions

Claude

  1. Hugging Face3 mentions

Top 5 trend

Share of voice across the weekly snapshots.

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 Apr20 Apr4 May18 May1 Jun8 Jun15 Jun22 Jun29 Jun6 Jul13 Jul20 Jul27 Jul3 Aug10 Aug17 Aug24 Aug31 Aug7 Sept14 Sept21 Sept28 Sept5 Oct
Hugging Faceno scan1.4%2.5%2.2%no scanno scan4.9%no scan3.0%3.6%10.3%2.7%3.9%no scan2.8%9.1%no scan6.3%no scan3.0%9.9%5.5%2.6%9.3%2.2%9.0%
AWSno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scanno scan6.0%
Cohereno scanno scanno scanno scanno scanno scan2.4%no scanno scanno scan6.0%no scanno scanno scanno scan2.5%no scanno scanno scanno scanno scanno scanno scanno scanno scan5.2%
Google Cloud AutoML2.8%2.8%3.0%2.8%1.6%2.6%no scan2.1%5.5%no scan5.2%5.4%4.2%no scan4.8%5.8%no scan5.8%2.1%5.2%6.9%3.6%5.9%5.3%3.6%5.2%
Amazon SageMaker7.6%7.8%7.4%6.6%8.9%12.0%8.5%16.8%6.1%3.6%9.5%11.4%10.9%15.2%6.3%3.3%10.4%5.0%18.1%6.7%10.9%no scan13.5%8.0%8.0%4.5%

Full ranking

Top 1018 AI responses analysed in this snapshot
Places 1 to 5 of 10, by share of voice. The rest require unlocking.
#BrandSharevs previous
19.0%up 6
26.0%new
35.2%new
45.2%up 1
54.5%down 4

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 Global, across every published industry.

Biggest risers

  1. ActiveCampaignBusiness software (CRM & B2B SaaS) · rank 10 → 4+6
  2. CourseraE-learning & course platforms (LMS) · rank 8 → 2+6
  3. MailchimpBusiness software (CRM & B2B SaaS) · rank 9 → 5+4
  4. CanvasE-learning & course platforms (LMS) · rank 5 → 1+4
  5. SlackBusiness software (CRM & B2B SaaS) · rank 6 → 3+3

Biggest fallers

  1. PipedriveBusiness software (CRM & B2B SaaS) · rank 4 → 9-5
  2. AsanaBusiness software (CRM & B2B SaaS) · rank 5 → 10-5
  3. XeroBusiness software (CRM & B2B SaaS) · rank 7 → 11-4
  4. TalentLMSE-learning & course platforms (LMS) · rank 1 → 4-3
  5. ThinkificE-learning & course platforms (LMS) · rank 2 → 5-3

How these numbers are built: methodology