Vertex AI
Ranked 3 of 7 cloud AI platforms by recommenders
Recommended for reliable uptime, enterprise privacy terms and many models on Google Cloud. Common caveat: confusing setup, quotas and console.
Recommended for reliable uptime, enterprise privacy terms and many models on Google Cloud. Common caveat: confusing setup, quotas and console.
84 people gave an opinion
- recommend it
- 30
- criticize it
- 54
- approval share
- 36%
Recommended in 12 of 13 months
- November 2025: recommended
- December 2025: recommended
- January 2026: recommended
- February 2026: recommended
- March 2026: recommended
- April 2026: recommended
- May 2026: recommended
- June 2026: recommended
- July 2026: recommended
- August 2026: recommended
- September 2026: recommended
- October 2026: recommended
- November 2026: not recommended (month in progress)
Why it doesn’t carry the badge
- 30 people recommend itNeeds 10 or more, met.
- 0.5 recommenders for every criticNeeds 2 to 1 or better, not met.
- Recommended in 12 of 13 monthsNeeds 4 or more, met.
The same three rules apply to every product, and the badge can’t be bought. How the badge works
What people say about it
The reasons people give, with the number of comments that give each one. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Privacy: no training on your data
“they are separate from your personal (internet browsing) identity and have clear language that your inputs and interactions are not used for training”
Comment from 26 Feb 2026 in “Ask HN: Is meaningful privacy possible with hosted AI models?” “They don't read the things you send them, not even for "safety checks" or sys-admins accessing the system.”
Comment from 12 Mar 2026 in “IonRouter (YC W26) – High throughput, low cost inference” “With all the encrypted at rest stuff and other guarantees that vertex provides.”
Comment from 13 May 2026 in “The US Is Winning the AI Race” - Comment from 12 Mar 2026 in “IonRouter (YC W26) – High throughput, low cost inference”
- Comment from 10 Jun 2026 in “Anthropic requires 30 day data retention for Fable and Mythos”
Reliable uptime, rarely goes down
“I've never had the downtime or service busy situations I've heard others complain about with other vendors.”
Comment from 22 Nov 2025 in “Agent design is still hard” “the main provider i know that just doesn't go down is vertex and they charge 2-3x the rest”
Comment from 1 May 2026 in “Grok 4.3” “the same models are hosted by both AWS and Google with better uptime than Anthropic”
Comment from 28 Apr 2026 in “Claude.ai Is Unavailable” - Comment from 27 Mar 2026 in “Anthropic's Claude loses its >99% uptime in Q1 2026”
Many models including Claude
“Anthropic and Gemini models have been available on Vertex without relying on GPUs for a while.”
Comment from 29 Jan 2026 in “OpenAI's Unit Economics” “much better, includes Claude models and many of the open weight models too”
Comment from 27 Feb 2026 in “Gemini's 10 days of different outages and increasing high demand” “which uses vertex ai and all models therein”
Comment from 19 Feb 2026 in “Gemini 3.1 Pro” Higher limits as spend grows
“I pay by the token via VertexAi, better than those budget plans that rate limit you”
Comment from 17 Feb 2026 in “Ask HN: What is the best bang for buck budget AI coding?” “Higher limits and quota, goes up with more spend”
Comment from 14 Mar 2026 in “Claudetop – htop for Claude Code sessions (see your AI spend in real-time)” “I've always had to go through Vertex or OpenRouter for any sort of heavy load”
Comment from 28 Oct 2026 in “Gemini 4 Carbon”
What people warn about
Each mark is one comment
Higher price and hard-to-estimate cost
“the main provider i know that just doesn't go down is vertex and they charge 2-3x the rest”
Comment from 1 May 2026 in “Grok 4.3” “the UX is a lot worse, and it can be hard to estimate cost since it's typically lagging”
Comment from 26 May 2026 in “Ask HN: Some Sensible Alternative to Openrouter?” Auth and API key setup
“if GOOGLE_GENAI_USE_VERTEXAI=true in your environment, woe betide you if you're trying to use gemini cli with an API key.”
Comment from 20 Nov 2025 in “Nano Banana Pro” “until pretty recently using that took figuring out service accounts”
Comment from 11 Dec 2025 in “Getting a Gemini API key is an exercise in frustration” “Vertex Cloud needed 2 years to get OAI/Ant style API keys working and were losing dev mindshare”
Comment from 13 Oct 2026 in “Gemini 4 Argon” Confusing docs and product naming
“The documentation is fragmented with redundant offerings making it confusing to determine what is what.”
Comment from 19 Nov 2025 in “Building more with GPT-5.1-Codex-Max” “Every time I try to decide whether to use Vertex AI or something else, I end up confused”
Comment from 25 Apr 2026 in “Google is building a Claude Code challenger, Sergey Brin is involved” “there is vertex api and rebranded to Gemini something and making it very confusing”
Comment from 14 Aug 2026 in “Gemini 3.7 Flash” Quotas that are hard to raise
“quota for Opus models defaults to 0 on VertexAI and quota increase requests are auto-rejected”
Comment from 27 Mar 2026 in “Anthropic's Claude loses its >99% uptime in Q1 2026” “When I run production workloads on vertex or bedrock i am routinely confronted with quotas”
Comment from 18 Apr 2026 in “Opus 4.7 to 4.6 Inflation is ~45%” “Or tried not to get randomly ratelimited with a single request to a vertex llm model?”
Comment from 12 Feb 2026 in “Anthropic raises $30B in Series G funding at $380B post-money valuation”
Other cloud AI platforms people recommend
The four most recommended other cloud AI platforms, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Criticize | Approval | Months | Owned | Badge |
|---|---|---|---|---|---|---|
| Amazon Bedrock | 106 | 76 | 58% | 12 | — | — |
| Google AI Studio | 86 | 101 | 46% | 12 | 1 yr5 owners | — |
| Vertex AIThis page | 30 | 54 | 36% | 12 | — | — |
| Azure AI Foundry | 8 | 5 | 62% | 6 | — | — |
| Claude Platform on AWS | 8 | 12 | 40% | 1 | — | — |
What people said
40 of the 108 comments that mention it, newest first. Each links to the original comment.
“I've always had to go through Vertex or OpenRouter for any sort of heavy load”
“Vertex Cloud needed 2 years to get OAI/Ant style API keys working and were losing dev mindshare”
“there is vertex api and rebranded to Gemini something and making it very confusing”
“Their Zero Data Retention was in fact contractually enforced”
“claims that "Claude 3 Opus" [sic] was a state of the art model we could use from vertex.”
“the UX is a lot worse, and it can be hard to estimate cost since it's typically lagging”
“With all the encrypted at rest stuff and other guarantees that vertex provides.”
“the main provider i know that just doesn't go down is vertex and they charge 2-3x the rest”
“the same models are hosted by both AWS and Google with better uptime than Anthropic”
“serves up other companies models better than they can themselves”
“Likely, and via vertex on gcp (or whatever they are calling it this year).”
“routing exclusively through Vertex AI for enterprise security”
“Every time I try to decide whether to use Vertex AI or something else, I end up confused”
“I've found the Vertex API seems to be significantly less strict.”
“When I run production workloads on vertex or bedrock i am routinely confronted with quotas”
“quota for Opus models defaults to 0 on VertexAI and quota increase requests are auto-rejected”
“You can access Claude models with Google Cloud reliability via VertexAI.”
“Higher limits and quota, goes up with more spend”
“They don't read the things you send them, not even for "safety checks" or sys-admins accessing the system.”
“A privacy policy that's at least as good as Vertex.ai at Google.”
“much better, includes Claude models and many of the open weight models too”
“use it over Vertex AI, which allows you to generate anyone”
“they are separate from your personal (internet browsing) identity and have clear language that your inputs and interactions are not used for training”
“it'll probably be a better idea to run the models hosted in Amazon Bedrock or Google Vertex”
“Have not personally had as big an issue figuring out Vertex.”
“which uses vertex ai and all models therein”
“I pay by the token via VertexAi, better than those budget plans that rate limit you”
“Or tried not to get randomly ratelimited with a single request to a vertex llm model?”
“I don't see anything you do that they don't already do for me”
“Anthropic and Gemini models have been available on Vertex without relying on GPUs for a while.”
“consider this for addtl cost savings if local doesnt interest you”
“until pretty recently using that took figuring out service accounts”
“much more stable but lacking in some functionality”
“Now there's "express mode" for Vertex which uses an API Key, so things are better”
“I'm using it fine through both aistudio and vertex ai, direct API calls”
“Google was nice enough to launch Vertex AI inside GCP for enterprises”
“If you're already using GCP, Vertex AI is pretty good.”
“I've never had the downtime or service busy situations I've heard others complain about with other vendors.”
“if GOOGLE_GENAI_USE_VERTEXAI=true in your environment, woe betide you if you're trying to use gemini cli with an API key.”
“The documentation is fragmented with redundant offerings making it confusing to determine what is what.”
Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.