Brandwave

Replicate vs vLLM:Which is more popular?

In September 2026, Replicate and vLLM were level in searches among LLM inference platforms worldwide, with an estimated 135K branded searches each, at 13.6% of the total each. When we asked ChatGPT and Google AI Overviews about LLM inference platforms, vLLM appeared in four of the five answers and Replicate in one. vLLM was mentioned before Replicate in three out of four answers that named either.

Among LLM inference platforms worldwide in September 2026

Who do people search for more?

Replicate and vLLM are searched for about as often as each other.

Replicate 135K searchesvLLM 135K searches

Who does AI mention more?

vLLM, mentioned in 4 of 5 answers, Replicate in 1

vLLM in 4 of 5Replicate in 1 of 5

Who does AI recommend more?

vLLM, named ahead of Replicate in 3 of 4 answers

vLLM first in 3Replicate first in 1

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Top LLM inference platforms in ChatGPT and Google AI Overviews

In three ChatGPT questions and two Google AI Overviews, vLLM was mentioned in four out of five: in two of the three ChatGPT answers and in both Google AI Overviews. Replicate was mentioned in one out of five: not in any of the three ChatGPT answers, but in one of the two Google AI Overviews. vLLM was listed before Replicate in three out of four answers that named either.

Most recommended by AI

Brands get a higher ranking if they are mentioned earlier in the answers.

  1. Together AI1st
  2. Groq2nd
  3. OpenAI API3rd
  4. Baseten4th
  5. vLLM5th
  6. Replicate6th
  7. Anyscale–

Mentioned by AI

Each dot is one answer, filled in when that answer mentions the brand.

  • Together AI5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Groq4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • vLLM4 of 5Named in 2 of 3 ChatGPT answersNamed in 2 of 2 Google answers
  • Baseten3 of 5Named in 3 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • OpenAI API2 of 5Named in 2 of 3 ChatGPT answersNamed in 0 of 2 Google answers
  • Replicate1 of 5Named in 0 of 3 ChatGPT answersNamed in 1 of 2 Google answers
  • Anyscale0 of 5Named in 0 of 3 ChatGPT answersNamed in 0 of 2 Google answers

See every answer about LLM inference platforms

5 answers

Not named in any answer:

Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.

Is Replicate or vLLM more popular in search?

This chart shows how often people search Google for Replicate and vLLM by name. Each line represents a brand's share of searches for all eight LLM inference platforms we track, month by month, from English-language searches worldwide.

Replicate and vLLM among LLM inference platforms worldwide, by month

Share of searches by month for Replicate, vLLM. The figures are in the table below the chart.

View monthly share of searches table
MonthGroqOpenAI APIReplicatevLLMTogether AIBasetenAnyscale
Oct 202524.8%30.3%20.3%16.6%4.4%2.2%1.2%
Nov 202524.8%30.4%20.4%16.7%4.4%2.2%1%
Dec 202550.9%18.6%15.3%10.2%3.3%1.1%0.61%
Jan 202631.3%25.6%20.9%14%4.5%2.8%0.84%
Feb 202631%31%17%13.9%4.5%1.9%0.83%
Mar 202631.7%31.7%14.2%14.2%5.5%1.9%0.7%
Apr 202632.6%26.7%14.6%17.8%5.7%2%0.59%
May 202634.9%28.5%12.8%15.6%5%2.6%0.63%
Jun 202635.9%24%13.2%16.1%6.2%3.9%0.79%
Jul 202647.6%21.3%9.5%11.7%5.5%3.5%0.86%
Aug 202641.6%22.8%12.5%12.5%5.9%3.7%0.92%
Sep 202637.1%24.8%13.6%13.6%5.3%5%0.66%

How has the Replicate and vLLM comparison changed over the last 12 months?

3 findings
  • The lead changed hands once in the 12 months ending September 2026: vLLM took it in April 2026.
  • Across the 12 months ending September 2026, Replicate’s share of searches among LLM inference platforms worldwide moved from 20.3% to 13.6%, and its estimated monthly branded searches moved from 165K to 135K.
  • Across the 12 months ending September 2026, vLLM’s share of searches among LLM inference platforms worldwide moved from 16.6% to 13.6%, and its estimated monthly branded searches held steady at 135K.

How did search popularity change for LLM inference platforms worldwide in September 2026?

2 changes
  1. In September 2026, Replicate gained share of searches among LLM inference platforms worldwide, from 12.5% to 13.6%.

  2. In September 2026, vLLM gained share of searches among LLM inference platforms worldwide, from 12.5% to 13.6%.

How are branded searches counted?

2 search terms

Brandwave collects information about searches that people make online using Replicate’s and vLLM’s names. When viewed over time, estimated search volumes for these branded terms can be used to understand whether interest in the brands is growing, holding steady, or fading.

Replicate

1 branded search term

  • replicate

vLLM

1 branded search term

  • vllm

How the Brand Demand Index is measured

Other head-to-heads among LLM inference platforms

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