4 AI models · 11 ranked · updated this week
Best App Hosting Platforms, according to AI (2026).
There is no single answer. The models crown 3 different leaders this week. Render holds the consensus #1 at a score of 31, but the model-by-model record below shows a genuinely contested category.
This guide is built from the recorded answers of ChatGPT, Claude, Gemini, Perplexity to the real questions buyers ask about app hosting platforms. We logged 1,470 of them this period, covering 11 tools. We report what the models said, in the order they said it. Nobody paid to be here, and we don't add opinions of our own.
Prefer the raw board? See the full model-by-model ranking. Every rank, every score, every week.
The ranked list
Render holds the consensus #1 at a score of 31, with ChatGPT and Claude placing it first outright.
The models disagree about it more than most: #1 on ChatGPT but #7 on Perplexity, a spread of 6.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude and Perplexity place Northflank at #1, even though it sits at #2 on consensus. That is a genuine split in the record.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude and Gemini place Vercel at #1, even though it sits at #3 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #11 on Perplexity, a spread of 10.
It entered the ranking this week. A new name in the models' answers.
It is the most contested name in this category. It carries the widest cross-model disagreement on the board.
ChatGPT and Claude place Google Cloud Run at #1, even though it sits at #4 on consensus. That is a genuine split in the record.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place AWS SageMaker at #1, even though it sits at #5 on consensus. That is a genuine split in the record.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Google Vertex AI at #1, even though it sits at #6 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #4 on Perplexity, a spread of 3.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Azure Machine Learning at #1, even though it sits at #7 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #5 on Perplexity, a spread of 4.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Railway at #1, even though it sits at #8 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #6 on Perplexity, a spread of 5.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Hugging Face Inference Endpoints at #1, even though it sits at #9 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #8 on Perplexity, a spread of 7.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Replicate at #1, even though it sits at #10 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #9 on Perplexity, a spread of 8.
It entered the ranking this week. A new name in the models' answers.
ChatGPT and Claude place Generic Kubernetes (e.g., GKE/EKS/AKS) at #1, even though it sits at #11 on consensus. That is a genuine split in the record.
The models disagree about it more than most: #1 on ChatGPT but #10 on Perplexity, a spread of 9.
It entered the ranking this week. A new name in the models' answers.
Questions people ask.
What is the best app hosting platforms according to AI?
Render holds the consensus #1 this week with a score of 31 out of 100, ahead of Northflank. The models don't fully agree: 3 different brands are crowned #1 across the four models.
Which app hosting platform does ChatGPT recommend first?
ChatGPT currently places Render at #1 for app hosting platforms, per this week's recorded answers.
Which app hosting platform does Claude recommend first?
Claude currently places Render at #1 for app hosting platforms, per this week's recorded answers.
How are these rankings measured?
We ask each model the same buying questions every week (1,470 queries this period), record the full answers, and score each named brand 0-100 by how early and how consistently it appears. Every question runs through the official model APIs, with web search on, not through the consumer chat apps, so nothing is personalized to a user. Each model is scored independently; the consensus blends all 4.
Do the AI models agree with each other?
Not fully. The four models crown 3 different #1s this week, and several brands carry wide spreads. That is the gap between their best and worst model rank. That disagreement is a finding, not noise: different models read different sources.
This is the guide. The record has more.
The full ranking shows every model’s column side by side, 12 weeks of movement, and the methodology behind every number.