Model monitoring platforms:Which brands are most popular in search?
In August 2026, Arize was the most searched among model monitoring platforms worldwide, with an estimated 14.8K branded searches and 71.7% estimated Share of Search within this set. These are worldwide searches for English-language branded terms.
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Share of SearchLeaderboard
Compare the tools that watch machine learning models in production. Branded searches tell you how often people look for a brand by name or related terms. Comparing these searches across competitors helps you see how popular each brand is over time.
Share of Search by month for Arize, Evidently, Fiddler, WhyLabs. The figures are in the table below the chart.
View monthly share of search table
| Month | Arize | Evidently | Fiddler | WhyLabs | NannyML |
|---|---|---|---|---|---|
| Oct 2025 | 54.1% | 19.7% | 15.9% | 7.1% | 3.2% |
| Nov 2025 | 50.4% | 22.4% | 18% | 6.2% | 3% |
| Dec 2025 | 57.3% | 20.8% | 13.9% | 5.8% | 2.3% |
| Jan 2026 | 55.6% | 16.3% | 20.2% | 5.6% | 2.2% |
| Feb 2026 | 53.3% | 19.4% | 19.4% | 5.4% | 2.6% |
| Mar 2026 | 49.1% | 21.8% | 21.8% | 5% | 2.4% |
| Apr 2026 | 51.4% | 22.8% | 18.7% | 4.6% | 2.5% |
| May 2026 | 62.7% | 15% | 15% | 5.2% | 2% |
| Jun 2026 | 60.1% | 17.6% | 14.6% | 5.3% | 2.4% |
| Jul 2026 | 57.9% | 17% | 17% | 5.9% | 2.3% |
| Aug 2026 | 71.7% | 11.6% | 11.6% | 3.5% | 1.6% |
| Sep 2026 | — | — | — | — | — |
This month’s ranking, August 2026
| Rank | Brand | Share of Search | Estimated monthly branded searches | vs prior month | Share change |
|---|---|---|---|---|---|
| 1, held 1st | 71.7% | 14.8K | +49.5% | +13.8 points | |
| 2, held 2nd | 11.6% | 2.4K | -17.2% | -5.3 points | |
| 3, held 3rd | 11.6% | 2.4K | -17.2% | -5.3 points | |
| 4, held 4th | 3.5% | 720 | -28% | -2.4 points | |
| 5, held 5th | 1.6% | 320 | -17.9% | -0.7 points |
1.
Arize71.7%
Held 1st. 14.8K estimated branded searches, +49.5% vs prior month. Share +13.8 points.
11.6%
Held 2nd. 2.4K estimated branded searches, -17.2% vs prior month. Share -5.3 points.
3.
Fiddler11.6%
Held 3rd. 2.4K estimated branded searches, -17.2% vs prior month. Share -5.3 points.
4.WhyLabs
3.5%
Held 4th. 720 estimated branded searches, -28% vs prior month. Share -2.4 points.
5.
NannyML1.6%
Held 5th. 320 estimated branded searches, -17.9% vs prior month. Share -0.7 points.
Compare search popularity between leading brands
Which brand is most popular in search among model monitoring platforms worldwide?
5 brands
In August 2026, Arize was the most searched among model monitoring platforms worldwide, with an estimated 14.8K branded searches and 71.7% estimated Share of Search within this set. Evidently is in 2nd place, 60.1 percentage points behind at 11.6% Share of Search.
| Brand | Share of Search | Peak | Low | Rank |
|---|---|---|---|---|
| Arize | 54.1% → 71.7% | 71.7%Aug 2026 | 49.1%Mar 2026 | 1st |
 Evidently | 19.7% → 11.6% | 22.8%Apr 2026 | 11.6%Aug 2026 | 2nd |
| Fiddler | 15.9% → 11.6% | 21.8%Mar 2026 | 11.6%Aug 2026 | 3rd |
| WhyLabs | 7.1% → 3.5% | 7.1%Oct 2025 | 3.5%Aug 2026 | 4th |
| NannyML | 3.2% → 1.6% | 3.2%Oct 2025 | 1.6%Aug 2026 | 5th |
Each finding as a sentence
- Across the 11 months ending August 2026, Arize’s estimated Share of Search among model monitoring platforms worldwide increased from 54.1% to 71.7%.
- Across the 11 months ending August 2026, Evidently’s estimated Share of Search among model monitoring platforms worldwide decreased from 19.7% to 11.6%.
- Across the 11 months ending August 2026, Fiddler’s estimated Share of Search among model monitoring platforms worldwide decreased from 15.9% to 11.6%.
- Across the 11 months ending August 2026, WhyLabs’ estimated Share of Search among model monitoring platforms worldwide decreased from 7.1% to 3.5%.
- Across the 11 months ending August 2026, NannyML’s estimated Share of Search among model monitoring platforms worldwide decreased from 3.2% to 1.6%.
- Across the 11 months ending August 2026, Arize’s estimated Share of Search among model monitoring platforms worldwide peaked at 71.7% in August 2026 and was lowest at 49.1% in March 2026.
- Across the 11 months ending August 2026, Evidently’s estimated Share of Search among model monitoring platforms worldwide peaked at 22.8% in April 2026 and was lowest at 11.6% in August 2026.
- Across the 11 months ending August 2026, Fiddler’s estimated Share of Search among model monitoring platforms worldwide peaked at 21.8% in March 2026 and was lowest at 11.6% in August 2026.
How did search popularity change for model monitoring platforms worldwide in August 2026?
5 changes
In August 2026, Arize gained estimated Share of Search among model monitoring platforms worldwide, from 57.9% to 71.7%.
In August 2026, Evidently lost estimated Share of Search among model monitoring platforms worldwide, from 17% to 11.6%.
In August 2026, Fiddler lost estimated Share of Search among model monitoring platforms worldwide, from 17% to 11.6%.
In August 2026, WhyLabs lost estimated Share of Search among model monitoring platforms worldwide, from 5.9% to 3.5%.
In August 2026, NannyML lost estimated Share of Search among model monitoring platforms worldwide, from 2.3% to 1.6%.
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