How popular isGoogle Cloud Vertex AI?
In September 2026, people searched for Google Cloud Vertex AI by name about 90,500 times worldwide, a 33% decrease from the previous year. These searches made up 15.6% of all global model fine tuning platform searches, placing Google Cloud Vertex AI second out of nine platforms. When we asked both ChatGPT and Google AI Overviews about model fine tuning platforms, Google Cloud Vertex AI appeared in two of the five answers and was the sixth most recommended of the nine.
Google Cloud Vertex AI is the second most searched of 9 competitors and the sixth most recommended in AI answers.
Hugging FaceShare of searches 51.9%Mentioned in 5 of 5 AI answersPlace in AI recommendations 2nd
Google Cloud Vertex AIShare of searches 15.6%Mentioned in 2 of 5 AI answersPlace in AI recommendations 6th
UnslothShare of searches 13.7%Mentioned in 3 of 5 AI answersPlace in AI recommendations 5th
Together AIShare of searches 9%Mentioned in 5 of 5 AI answersPlace in AI recommendations 1st
Amazon SageMakerShare of searches 7.3%Mentioned in 2 of 5 AI answersPlace in AI recommendations 4th
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Top model fine tuning platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, Google Cloud Vertex AI was mentioned in two out of five: in one of the three ChatGPT answers and in one of the two Google AI Overviews. Google Cloud Vertex AI is the sixth most recommended of the nine.
Most recommended by AI
Brands get a higher ranking if they are mentioned earlier in the answers.
Mentioned by AI
Each dot is one answer, filled in when that answer mentions the brand.
Hugging Face5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Together AI5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Unsloth3 of 5Named in 2 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Fireworks AI3 of 5Named in 3 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Google Cloud Vertex AI2 of 5Named in 1 of 3 ChatGPT answersNamed in 1 of 2 Google answers
Amazon SageMaker2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Anyscale0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers- Lamini0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Predibase0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers
See every answer about model fine tuning platforms
5 answers
Asked ChatGPT
“Which model fine tuning platform should I use?”
Asked ChatGPT
“What are the best model fine tuning platforms?”
Asked ChatGPT
“What's the best model fine tuning platform for a machine learning team?”
Searched Google, AI Overview
“llm fine tuning platform”
Searched Google, AI Overview
“ai model fine tuning”
Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.
Which model fine tuning platforms compete with Google Cloud Vertex AI?
Share of searches by month for Hugging Face, Google Cloud Vertex AI, Unsloth, Together AI, Amazon SageMaker. The figures are in the table below the chart.
View monthly share of searches table
| Month | Hugging Face | Google Cloud Vertex AI | Unsloth | Together AI | Amazon SageMaker | Anyscale | Lamini | Predibase | Fireworks AI |
|---|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 45.6% | 25% | 6.8% | 6.7% | 12.2% | 1.8% | 1.5% | 0.3% | — |
| Nov 2025 | 44.7% | 30% | 5.5% | 6.5% | 10.4% | 1.5% | 1.2% | 0.24% | — |
| Dec 2025 | 45.2% | 30.3% | 6.7% | 6.5% | 8.6% | 1.2% | 1.2% | 0.18% | — |
| Jan 2026 | 49.4% | 27.1% | 5% | 7.1% | 8.5% | 1.3% | 1.3% | 0.16% | — |
| Feb 2026 | 44.9% | 30.1% | 5.6% | 7.9% | 8.6% | 1.5% | 1.2% | 0.16% | — |
| Mar 2026 | 43.3% | 28.9% | 8.1% | 9.2% | 7.5% | 1.2% | 1.7% | 0.14% | — |
| Apr 2026 | 47.3% | 25.8% | 10.6% | 8.2% | 6% | 0.85% | 1% | 0.13% | — |
| May 2026 | 47.7% | 26.1% | 8.5% | 8.4% | 6.7% | 1% | 1.3% | 0.14% | — |
| Jun 2026 | 49% | 22% | 8.9% | 10.3% | 6.9% | 1.3% | 1.3% | 0.16% | — |
| Jul 2026 | 51.5% | 18.8% | 9.2% | 11% | 5.9% | 1.7% | 1.7% | 0.17% | — |
| Aug 2026 | 54.6% | 13.4% | 14.6% | 9.5% | 5.1% | 1.5% | 1.2% | 0.11% | — |
| Sep 2026 | 51.9% | 15.6% | 13.7% | 9% | 7.3% | 1.1% | 1.1% | 0.12% | — |
| Rank | Brand | Share of searches | Estimated monthly branded searches | vs prior month | Share change |
|---|---|---|---|---|---|
| 1, held 1st | 51.9% | 301K | -18.2% | -2.6 points | |
| 2, moved from 3rd to 2nd | 15.6% | 90.5K | 0% | +2.2 pointsmoved from 3rd to 2nd | |
| 3, moved from 2nd to 3rd | 13.7% | 79.4K | -19.5% | -0.9 pointsmoved from 2nd to 3rd | |
| 4, held 4th | 9% | 52.4K | -18.3% | -0.5 points | |
| 5, held 5th | 7.3% | 42.4K | +22.5% | +2.2 points | |
| 6, held 6th | 1.1% | 6.6K | -33.3% | -0.3 points | |
| 7, held 7th | 1.1% | 6.6K | -18.5% | -0.1 points | |
| 8, held 8th | 0.12% | 720 | 0% | 0 points | |
| —, not measured this month | — | — | — | — |
51.9%
Held 1st. 301K estimated branded searches, -18.2% vs prior month. Share -2.6 points.
15.6%
Moved from 3rd to 2nd. 90.5K estimated branded searches, 0% vs prior month. Share +2.2 points.
3.
Unsloth13.7%
Moved from 2nd to 3rd. 79.4K estimated branded searches, -19.5% vs prior month. Share -0.9 points.
9%
Held 4th. 52.4K estimated branded searches, -18.3% vs prior month. Share -0.5 points.
7.3%
Held 5th. 42.4K estimated branded searches, +22.5% vs prior month. Share +2.2 points.
6.
Anyscale1.1%
Held 6th. 6.6K estimated branded searches, -33.3% vs prior month. Share -0.3 points.
7.Lamini
1.1%
Held 7th. 6.6K estimated branded searches, -18.5% vs prior month. Share -0.1 points.
0.12%
Held 8th. 720 estimated branded searches, 0% vs prior month. Share 0 points.
—
Not measured this month. — estimated branded searches, — vs prior month. Share —.
Compare popularity between Google Cloud Vertex AI and its closest rivals

Google Cloud Vertex AI vs Hugging Face: compare popularity
Google Cloud Vertex AI vs Unsloth: compare popularity
Google Cloud Vertex AI vs Together AI: compare popularity
Google Cloud Vertex AI vs Amazon SageMaker: compare popularity
Google Cloud Vertex AI vs Anyscale: compare popularity- Compare Google Cloud Vertex AI with any brand
Every comparison with Google Cloud Vertex AI
19 comparisons
- Databricks vs Google Cloud Vertex AI
- H2O.ai vs Google Cloud Vertex AI
- Hugging Face vs Google Cloud Vertex AI
- Unsloth vs Google Cloud Vertex AI
- Together AI vs Google Cloud Vertex AI
- Google Cloud Vertex AI vs Weights & Biases
- MLflow vs Google Cloud Vertex AI
- Amazon SageMaker vs Google Cloud Vertex AI
- Dataiku vs Google Cloud Vertex AI
- DataRobot vs Google Cloud Vertex AI
- Kubeflow vs Google Cloud Vertex AI
- Databricks Mosaic AI vs Google Cloud Vertex AI
- Anyscale vs Google Cloud Vertex AI
- Lamini vs Google Cloud Vertex AI
- Azure Machine Learning vs Google Cloud Vertex AI
- Domino Data Lab vs Google Cloud Vertex AI
- Neptune vs Google Cloud Vertex AI
- Comet vs Google Cloud Vertex AI
- Predibase vs Google Cloud Vertex AI
How has branded search demand for Google Cloud Vertex AI changed worldwide over the last 12 months?
3 findings
- Across the 12 months ending September 2026, estimated monthly branded searches for Google Cloud Vertex AI worldwide fell from 135K to 90.5K.
- Across the 12 months ending September 2026, Google Cloud Vertex AI’s share of searches among model fine tuning platforms worldwide decreased from 25% to 15.6%.
- Across the 12 months ending September 2026, Google Cloud Vertex AI’s share of searches among model fine tuning platforms worldwide peaked at 30.3% in December 2025 and was lowest at 13.4% in August 2026.
How did search popularity change for model fine tuning platforms worldwide in September 2026?
6 changes

In September 2026, Google Cloud Vertex AI overtook Unsloth to rank 2nd among model fine tuning platforms worldwide, with 15.6% of the searches.

In September 2026, Amazon SageMaker gained share of searches among model fine tuning platforms worldwide, from 5.1% to 7.3%.

In September 2026, Hugging Face lost share of searches among model fine tuning platforms worldwide, from 54.6% to 51.9%.

In September 2026, Unsloth lost share of searches among model fine tuning platforms worldwide, from 14.6% to 13.7%.

Estimated monthly branded searches for Together AI worldwide rose 45.6% over 12 measured months, from 36K to 52.4K in September 2026.

Estimated monthly branded searches for Predibase worldwide fell 55% over 12 measured months, from 1.6K to 720 in September 2026.
How are Google Cloud Vertex AI’s branded searches counted?
1 search term
Brandwave collects information about searches that people make online using Google Cloud Vertex AI’s name. When viewed over time, estimated search volumes for this branded term can be used to understand whether interest in the brand is growing, holding steady, or fading.
- vertex ai
Who owns Google Cloud Vertex AI?
Google Cloud Vertex AI is owned by Google. Brandwave also tracks
AppSheet,
Chrome Remote Desktop,
Display & Video 360,
Firebase,
Fitbit,
Gemini,
Gmail, Google,
Google Ads,
Google Alerts,
Google Analytics,
Google Artifact Registry,
Google Authenticator,
Google Chat,
Google Chrome,
Google Chromecast,
Google Classroom, Google Cloud, Google Cloud Dataflow, Google Cloud Identity,
Google Cloud Pub/Sub,
Google Cloud Run, Google Cloud Secret Manager, Google Cloud Speech-to-Text,
Google Cloud Storage,
Google Colab,
Google DeepMind, Google Display & Video 360,
Google Document AI,
Google Drive,
Google Earth Engine,
Google Family Link,
Google Forms,
Google Keep,
Google Keyword Planner,
Google Maps,
Google Maps Platform,
Google Meet,
Google Meridian,
Google Nest,
Google Nest Wifi,
Google Pixel, Google Project Management Certificate, Google Rich Results Test, Google Security Operations,
Google Slides, Google Tasks, Google Threat Intelligence,
Google Translate,
Google Vault,
Google Veo,
Google Workspace,
Looker,
Looker Studio,
Material Symbols,
NotebookLM, Snapseed,
TensorFlow Serving,
YouTube,
YouTube Music, YouTube Studio and
YouTube TV, owned by the same company, worldwide.
Do you work for Google Cloud Vertex AI? To request corrections or removal please contact us via our support page and we will be happy to assist.
Where does Google Cloud Vertex AI compete?
| Competitor set | Rank | Share of searches | Ranking |
|---|---|---|---|
| Machine learning platforms | 3rd of 10 | 6% | Show ranking |
| Model fine tuning platforms | 2nd of 9 | 15.6% | Shown above |
| MLOps platforms | 1st of 11 | 29.2% | Show ranking |

Is Google Cloud Vertex AI your brand?
Put your own campaigns, spend and outcomes next to this demand line, so you can see which of your marketing lined up with the movements above.