Arize Phoenix vs Datadog LLM Observability:Which is more popular?
In September 2026, Arize Phoenix had more branded searches than Datadog LLM Observability among LLM observability platforms worldwide. Arize Phoenix had about 13,200 branded searches, while Datadog LLM Observability had 880. Arize Phoenix made up 5.1% of all LLM observability platform searches we track, and Datadog LLM Observability accounted for 0.34%. When we asked ChatGPT and Google AI Overviews about LLM observability platforms, both Arize Phoenix and Datadog LLM Observability appeared in all five answers. Arize Phoenix was mentioned before Datadog LLM Observability in four out of five answers.
Who do people search for more?
Arize Phoenix, about 15 searches for every 1 for Datadog LLM Observability
Who does AI mention more?
Both are mentioned in every answer we collected.
Who does AI recommend more?
Arize Phoenix, named ahead of Datadog LLM Observability in 4 of 5 answers
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Top LLM observability platforms in ChatGPT and Google AI Overviews
In three ChatGPT questions and two Google AI Overviews, both Arize Phoenix and Datadog LLM Observability showed up in all five answers. Arize Phoenix was listed before Datadog LLM Observability in four of them.
Most recommended by AI
Brands get a higher ranking if they are mentioned earlier in the answers.
Langfuse1st
LangSmith2nd
Arize Phoenix3rd
Braintrust4th
Datadog LLM Observability5th
Helicone6th
Lunary7th
Weights & Biases8th
Mentioned by AI
Each dot is one answer, filled in when that answer mentions the brand.
Langfuse5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
LangSmith5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Arize Phoenix5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Datadog LLM Observability5 of 5Named in 3 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Braintrust3 of 5Named in 3 of 3 ChatGPT answersNamed in 0 of 2 Google answers
Helicone2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Lunary2 of 5Named in 0 of 3 ChatGPT answersNamed in 2 of 2 Google answers
Weights & Biases1 of 5Named in 1 of 3 ChatGPT answersNamed in 0 of 2 Google answers
See every answer about LLM observability platforms
5 answers
Asked ChatGPT
“Which LLM observability platform should I use?”
Asked ChatGPT
“What are the best LLM observability platforms?”
Asked ChatGPT
“What's the best LLM observability platform for a machine learning team?”
Searched Google, AI Overview
“llm observability platforms”
Searched Google, AI Overview
“llm monitoring tools”
Brands are shown in the order each answer named them. The survey took place in the United States on October 21, 2026.
Is Arize Phoenix or Datadog LLM Observability more popular in search?
This chart shows how often people search Google for Arize Phoenix and Datadog LLM Observability by name. Each line represents a brand's share of searches for all eight LLM observability platforms we track, month by month, from English-language searches worldwide.
Share of searches by month for Arize Phoenix, Datadog LLM Observability. The figures are in the table below the chart.
View monthly share of searches table
| Month | Langfuse | LangSmith | Weights & Biases | Arize Phoenix | Helicone | Lunary | Braintrust | Datadog LLM Observability |
|---|---|---|---|---|---|---|---|---|
| Oct 2025 | 29.3% | 29.3% | 31.5% | 4.4% | 2.1% | 1.7% | 0.63% | 0.95% |
| Nov 2025 | 29.4% | 29.4% | 31.8% | 4.4% | 2.1% | 1.4% | 0.64% | 0.76% |
| Dec 2025 | 29.8% | 29.8% | 30.7% | 4% | 2.7% | 1.5% | 0.77% | 0.77% |
| Jan 2026 | 33.3% | 27.2% | 28% | 4.8% | 3% | 2% | 1.1% | 0.7% |
| Feb 2026 | 34.9% | 28.5% | 25.1% | 5.1% | 3.1% | 1.4% | 0.93% | 0.93% |
| Mar 2026 | 34.9% | 28.7% | 25.2% | 5.1% | 3.1% | 1.4% | 0.6% | 0.92% |
| Apr 2026 | 33.6% | 27.6% | 28.4% | 4.9% | 3% | 1.1% | 0.73% | 0.58% |
| May 2026 | 35.7% | 29.4% | 24.7% | 4.8% | 2.6% | 1.2% | 0.78% | 0.78% |
| Jun 2026 | 37.1% | 30.5% | 21.9% | 5.5% | 2.2% | 1.2% | 0.81% | 0.81% |
| Jul 2026 | 39.3% | 32.4% | 19.1% | 4.7% | 1.9% | 1.3% | 0.86% | 0.46% |
| Aug 2026 | 41.2% | 27.7% | 19.2% | 7% | 2% | 1.3% | 1.1% | 0.37% |
| Sep 2026 | 42.3% | 28.4% | 19.7% | 5.1% | 1.7% | 1.4% | 1.1% | 0.34% |
How has the Arize Phoenix and Datadog LLM Observability comparison changed over the last 12 months?
3 findings
- Arize Phoenix was ahead of Datadog LLM Observability in every measured month of the 12 months ending September 2026.
- Across the 12 months ending September 2026, Arize Phoenix’s share of searches among LLM observability platforms worldwide moved from 4.4% to 5.1%, and its estimated monthly branded searches moved from 11K to 13.2K.
- Across the 12 months ending September 2026, Datadog LLM Observability’s share of searches among LLM observability platforms worldwide moved from 0.95% to 0.34%, and its estimated monthly branded searches moved from 2.4K to 880.
How did search popularity change for LLM observability platforms worldwide in September 2026?
2 changes

In September 2026, Arize Phoenix lost share of searches among LLM observability platforms worldwide, from 7% to 5.1%.

Estimated monthly branded searches for Datadog LLM Observability worldwide fell 63.3% over 12 measured months, from 2.4K to 880 in September 2026.
How are branded searches counted?
3 search terms
Brandwave collects information about searches that people make online using Arize Phoenix’s and Datadog LLM Observability’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.
Arize Phoenix
2 branded search terms
- arize ai
- arize phoenix
Datadog LLM Observability
1 branded search term
- datadog llm observability
Other head-to-heads among LLM observability platforms

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