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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%
Each figure is one person. RecommendsCriticizes

Recommended in 12 of 13 months

  1. November 2025: recommended
  2. December 2025: recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. 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”
  • 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”
  • 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.

Vertex AI compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
Amazon Bedrock1067658%12——
Google AI Studio8610146%121 yr5 owners—
Vertex AIThis page305436%12——
Azure AI Foundry8562%6——
Claude Platform on AWS81240%1——
See all 7 cloud AI platforms, ranked

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”

RecommendsComment from 28 Oct 2026 in “Gemini 4 Carbon”

“Vertex Cloud needed 2 years to get OAI/Ant style API keys working and were losing dev mindshare”

CriticizesComment from 13 Oct 2026 in “Gemini 4 Argon”

“there is vertex api and rebranded to Gemini something and making it very confusing”

CriticizesComment from 14 Aug 2026 in “Gemini 3.7 Flash”

“Their Zero Data Retention was in fact contractually enforced”

RecommendsComment from 10 Jun 2026 in “Anthropic requires 30 day data retention for Fable and Mythos”

“claims that "Claude 3 Opus" [sic] was a state of the art model we could use from vertex.”

MixedComment from 26 May 2026 in “Google has seriously leaned into AI enshittification lately”

“the UX is a lot worse, and it can be hard to estimate cost since it's typically lagging”

MixedComment from 26 May 2026 in “Ask HN: Some Sensible Alternative to Openrouter?”

“With all the encrypted at rest stuff and other guarantees that vertex provides.”

RecommendsComment from 13 May 2026 in “The US Is Winning the AI Race”

“the main provider i know that just doesn't go down is vertex and they charge 2-3x the rest”

MixedComment from 1 May 2026 in “Grok 4.3”

“the same models are hosted by both AWS and Google with better uptime than Anthropic”

RecommendsComment from 28 Apr 2026 in “Claude.ai Is Unavailable”

“serves up other companies models better than they can themselves”

RecommendsComment from 28 Apr 2026 in “AI's biggest critic has lost the plot”

“Likely, and via vertex on gcp (or whatever they are calling it this year).”

RecommendsComment from 27 Apr 2026 in “Microsoft to Stop Sharing Revenue with Main AI Partner OpenAI”

“routing exclusively through Vertex AI for enterprise security”

RecommendsComment from 27 Apr 2026 in “Aether – A GCP-Native Framework to Terminate LLM Agent Drift”

“Every time I try to decide whether to use Vertex AI or something else, I end up confused”

CriticizesComment from 25 Apr 2026 in “Google is building a Claude Code challenger, Sergey Brin is involved”

“I've found the Vertex API seems to be significantly less strict.”

RecommendsComment from 21 Apr 2026 in “OpenAI Livestream”

“When I run production workloads on vertex or bedrock i am routinely confronted with quotas”

CriticizesComment from 18 Apr 2026 in “Opus 4.7 to 4.6 Inflation is ~45%”

“quota for Opus models defaults to 0 on VertexAI and quota increase requests are auto-rejected”

CriticizesComment from 27 Mar 2026 in “Anthropic's Claude loses its >99% uptime in Q1 2026”

“You can access Claude models with Google Cloud reliability via VertexAI.”

RecommendsComment from 27 Mar 2026 in “Anthropic's Claude loses its >99% uptime in Q1 2026”

“Higher limits and quota, goes up with more spend”

RecommendsComment from 14 Mar 2026 in “Claudetop – htop for Claude Code sessions (see your AI spend in real-time)”

“They don't read the things you send them, not even for "safety checks" or sys-admins accessing the system.”

RecommendsComment from 12 Mar 2026 in “IonRouter (YC W26) – High throughput, low cost inference”

“A privacy policy that's at least as good as Vertex.ai at Google.”

RecommendsComment from 12 Mar 2026 in “IonRouter (YC W26) – High throughput, low cost inference”

“much better, includes Claude models and many of the open weight models too”

RecommendsComment from 27 Feb 2026 in “Gemini's 10 days of different outages and increasing high demand”

“use it over Vertex AI, which allows you to generate anyone”

RecommendsComment from 26 Feb 2026 in “Nano Banana 2: Google's latest AI image generation model”

“they are separate from your personal (internet browsing) identity and have clear language that your inputs and interactions are not used for training”

RecommendsComment from 26 Feb 2026 in “Ask HN: Is meaningful privacy possible with hosted AI models?”

“it'll probably be a better idea to run the models hosted in Amazon Bedrock or Google Vertex”

RecommendsComment from 23 Feb 2026 in “Google restricting Google AI Pro/Ultra subscribers for using OpenClaw”

“Have not personally had as big an issue figuring out Vertex.”

RecommendsComment from 19 Feb 2026 in “Large Language Models for Mortals: A Practical Guide for Analysts with Python”

“which uses vertex ai and all models therein”

RecommendsComment from 19 Feb 2026 in “Gemini 3.1 Pro”

“I pay by the token via VertexAi, better than those budget plans that rate limit you”

RecommendsComment from 17 Feb 2026 in “Ask HN: What is the best bang for buck budget AI coding?”

“Or tried not to get randomly ratelimited with a single request to a vertex llm model?”

CriticizesComment from 12 Feb 2026 in “Anthropic raises $30B in Series G funding at $380B post-money valuation”

“I don't see anything you do that they don't already do for me”

RecommendsComment from 31 Jan 2026 in “Show HN: How We Run 60 Hugging Face Models on 2 GPUs”

“Anthropic and Gemini models have been available on Vertex without relying on GPUs for a while.”

RecommendsComment from 29 Jan 2026 in “OpenAI's Unit Economics”

“consider this for addtl cost savings if local doesnt interest you”

RecommendsComment from 27 Jan 2026 in “I cut Claude API costs from $70/month to pennies”

“until pretty recently using that took figuring out service accounts”

MixedComment from 11 Dec 2025 in “Getting a Gemini API key is an exercise in frustration”

“much more stable but lacking in some functionality”

MixedComment from 11 Dec 2025 in “Getting a Gemini API key is an exercise in frustration”

“Now there's "express mode" for Vertex which uses an API Key, so things are better”

MixedComment from 11 Dec 2025 in “Getting a Gemini API key is an exercise in frustration”

“I'm using it fine through both aistudio and vertex ai, direct API calls”

RecommendsComment from 10 Dec 2025 in “Getting a Gemini API key is an exercise in frustration”

“Google was nice enough to launch Vertex AI inside GCP for enterprises”

RecommendsComment from 10 Dec 2025 in “Getting a Gemini API key is an exercise in frustration”

“If you're already using GCP, Vertex AI is pretty good.”

RecommendsComment from 2 Dec 2025 in “DeepSeek-v3.2: Pushing the frontier of open large language models [pdf]”

“I've never had the downtime or service busy situations I've heard others complain about with other vendors.”

RecommendsComment from 22 Nov 2025 in “Agent design is still hard”

“if GOOGLE_GENAI_USE_VERTEXAI=true in your environment, woe betide you if you're trying to use gemini cli with an API key.”

MixedComment from 20 Nov 2025 in “Nano Banana Pro”

“The documentation is fragmented with redundant offerings making it confusing to determine what is what.”

CriticizesComment from 19 Nov 2025 in “Building more with GPT-5.1-Codex-Max”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.