Brandwave

How popular isBentoML in search?

In August 2026, there were an estimated 1.9K branded searches for BentoML worldwide which is down 56.8% over the last 11 months. BentoML holds 11.1% estimated Share of Search among model serving platforms worldwide and is ranked 3rd of 5 competitors for search popularity. These are worldwide searches for English-language branded terms.

Share of Search, August 2026
  1. Seldon47.4%
  2. KServe38.6%
  3. BentoML11.1%
  4. TorchServe2.8%
  5. Triton Podcast Metrics0.06%
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Which model serving platforms compete with BentoML?

BentoML against model serving platforms worldwide, by month

Share of Search by month for Seldon, KServe, BentoML, TorchServe. The figures are in the table below the chart.

View monthly share of search table
MonthSeldonKServeBentoMLTorchServeTriton Podcast Metrics
Oct 202544%29.3%19.5%7.1%0.04%
Nov 202544%29.3%19.5%7.1%0.04%
Dec 202544.7%29.8%19.9%5.5%0.06%
Jan 202646.9%31.3%17.1%4.7%0.05%
Feb 202643.1%28.7%23.4%4.7%0.11%
Mar 202646.9%31.3%17.1%4.7%0.05%
Apr 202642.2%34.4%18.8%4.6%0.05%
May 202644.2%36%15.8%3.9%0.05%
Jun 202644.2%36%15.8%3.9%0.05%
Jul 202640.7%40.7%14.8%3.6%0.06%
Aug 202647.4%38.6%11.1%2.8%0.06%
Sep 2026—————

  1. 1.Seldon

    47.4%

    Moved from 2nd to 1st. 8.1K estimated branded searches, +22.7% vs prior month. Share +6.7 points.

  2. 2.KServe

    38.6%

    Moved from 1st to 2nd. 6.6K estimated branded searches, 0% vs prior month. Share -2.1 points.

  3. 3.BentoML

    11.1%

    Held 3rd. 1.9K estimated branded searches, -20.8% vs prior month. Share -3.7 points.

  4. 4.TorchServe

    2.8%

    Held 4th. 480 estimated branded searches, -18.6% vs prior month. Share -0.8 points.

  5. 5.Triton Podcast Metrics

    0.06%

    Held 5th. 10 estimated branded searches, 0% vs prior month. Share 0 points.

Compare search popularity between BentoML and its closest rivals

How has branded search demand for BentoML changed worldwide over the last 12 months?

  • Across the 11 months ending August 2026, estimated monthly branded searches for BentoML worldwide fell from 4.4K to 1.9K.
  • Across the 11 months ending August 2026, BentoML’s estimated Share of Search among model serving platforms worldwide decreased from 19.5% to 11.1%.
  • Across the 11 months ending August 2026, BentoML’s estimated Share of Search among model serving platforms worldwide peaked at 23.4% in February 2026 and was lowest at 11.1% in August 2026.

How did search popularity change for model serving platforms worldwide in August 2026?

  1. In August 2026, Seldon overtook KServe to take the highest estimated Share of Search among model serving platforms worldwide, at 47.4%.

  2. In August 2026, BentoML lost estimated Share of Search among model serving platforms worldwide, from 14.8% to 11.1%.

  3. In August 2026, KServe lost estimated Share of Search among model serving platforms worldwide, from 40.7% to 38.6%.

  4. In August 2026, TorchServe lost estimated Share of Search among model serving platforms worldwide, from 3.6% to 2.8%.

How is BentoML measured?

Brandwave collects information about searches that people make online using BentoML’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.

1 branded search term

  • bentoml

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How the Brand Demand Index is measured

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