Best New Relic alternatives 2026

Based on 55 AI answers to 42 buyer questions in LLM Infrastructure & LLMOps that name no product and where AI recommends a tool. New Relic itself is recommended in 0 of them. The ranking counts only those questions; questions that name a product are listed below but not counted.

Most recommended alternatives

1
Langfuserecommended for 29 questions · avg. position 1.4
“Langfuse My first choice Tracing, observability, prompt management, evaluations. Open-source and self-hostable, with a free cloud option. Good starting point for a small team.”
2
LangSmithrecommended for 20 questions · avg. position 1.8
“Strong for tracing, datasets, automated evaluators, and human annotation queues. Particularly interesting for LangChain and LangGraph applications.”
3
Braintrustrecommended for 20 questions · avg. position 2.8
“Braintrust Evaluation datasets, experiment tracking, scoring, and regression comparisons. A good option for teams wanting an evaluation platform.”
4
Arize Phoenixrecommended for 15 questions · avg. position 3.1
“My initial recommendation would be to run a proof of concept with Langfuse and Opik, and compare them against Phoenix if OpenTelemetry compatibility is particularly important.”
5
MLflowrecommended for 9 questions · avg. position 2.8
“The strongest candidates to evaluate are LangSmith, Arize AX, Weights & Biases Weave, Datadog LLM Observability, and MLflow.”
6
DeepEvalrecommended for 7 questions
“DeepEval Open-source evaluation framework with test cases and metrics for correctness, hallucination, relevance, and more.”
7
LiteLLMrecommended for 5 questions · avg. position 4
“LiteLLM | Open source Self-hosted or managed | OpenAI-compatible API, 100+ providers, fallbacks, budgets, routing | Maximum flexibility and infrastructure control”
8
Weights & Biasesrecommended for 4 questions · avg. position 1
“If you're evaluating W&B for an LLM application, I'd consider it a genuine candidate for an evaluation and observability platform.”
9
Ragasrecommended for 4 questions
“I would then add DeepEval and Ragas selectively rather than relying exclusively on each platform's built-in scoring.”
10
Groqrecommended for 3 questions · avg. position 1
“An interesting alternative for extremely fast inference on supported models. Its specialized hardware makes it worth including in latency-focused tests.”
11
OpenAIrecommended for 3 questions · avg. position 1.5
“Yes, OpenAI supports prompt versioning and rollback natively, but there's an important distinction between its Prompt Management features and the recommended long-term architecture.”
12
Arize AXrecommended for 3 questions · avg. position 2.5
“My recommendation: Arize AX or Langfuse Enterprise, depending on how strict your regulatory requirements are and how much infrastructure you want to manage.”

Who AI recommends, by feature and question

Each question shows the tools its answers recommend, in the order they were listed, and where New Relic stands.

SDKs and Client Libraries (4)

LLM Evaluation (3)

Artifact and Dataset Versioning (2)

Prompt Management and Versioning (2)

Experiment Comparison (2)

CI/CD Evaluation Integration (2)

How can I run LLM evaluation suites automatically in CI/CD so regressions get caught before merge?New Relic: not named
LangSmith Langfuse DeepEval Ragas promptfoo GitHub Actions pytest
Can Braintrust run evaluation suites automatically in CI/CD so prompt regressions get caught before merge?New Relic: not named
Braintrust

Agent Evaluation (2)

Model and Dataset Registry (2)

Most recommended alternatives

1
PostHogrecommended for 31 questions · avg. position 2.4
“My initial recommendation: PostHog if debugging discrepancies is your primary objective; Amplitude if funnel analysis and behavioral insights are your primary objective.”
2
Amplituderecommended for 29 questions · avg. position 1.9
“My initial recommendation: PostHog if debugging discrepancies is your primary objective; Amplitude if funnel analysis and behavioral insights are your primary objective.”
3
Mixpanelrecommended for 19 questions · avg. position 2.5
“For measuring adoption and failure rates of AI agent features inside your product, I'd shortlist PostHog, Amplitude, Mixpanel, and Langfuse.”
4
Heaprecommended for 9 questions · avg. position 3
“If I were evaluating platforms for both requirements, I'd put Amplitude, Pendo, Heap, and PostHog at the top of the shortlist, with different strengths.”
5
Pendorecommended for 6 questions · avg. position 2.3
“Yes, Pendo can replace a separate messaging tool for some use cases, but most teams should think of it as a replacement for in-app messaging rather than a complete replacement for customer communications.”
6
Microsoft Clarityrecommended for 3 questions · avg. position 2
“### 3. Microsoft Clarity — Best to investigate as a lower-cost option”
7
UXCamrecommended for 3 questions · avg. position 3
“I'd lean towards UXCam if session replay and mobile UX are the main priorities, or PostHog if you also want broader product analytics.”
8
FullStoryrecommended for 3 questions · avg. position 4.5
“### 4. Fullstory — Best for session replay and behavioral investigation”
9
Mitzurecommended for 3 questions · avg. position 5
“I would shortlist Mitzu, PostHog and Amplitude first.”
10
Firebase Analyticsrecommended for 2 questions · avg. position 1
“1. Firebase Analytics – best lightweight starting point, particularly for Android.”
11
Statsigrecommended for 2 questions · avg. position 1
“If you want to replace separate product analytics, feature flagging, and A/B testing tools with one platform, I'd shortlist PostHog, Statsig, Amplitude, and GrowthBook.”
12
Contentsquarerecommended for 2 questions · avg. position 2
“PostHog offers a connected analytics and replay workflow, while Contentsquare is especially compelling when understanding UX friction is central.”

Who AI recommends, by feature and question

Each question shows the tools its answers recommend, in the order they were listed, and where New Relic stands.

Automatic capture (6)

Mobile analytics (3)

Data warehouse and export (3)

How do product analytics platforms handle syncing behavioral data to a warehouse like Snowflake or BigQuery, and which ones make it easiest?New Relic: not named
Amplitude PostHog Heap Pendo
Does Countly support data warehouse export and self-hosting? We want to keep our behavioral data in-house.New Relic: not named
Countly
Does Countly support self-hosting and data warehouse export so we can keep behavioral data in-house?New Relic: not named
Countly

Session replay (3)

In-app guides and messaging (2)

MCP support (2)

Funnel analysis (1)

Which product analytics tools handle multi-step funnel analysis well when the funnel spans both web and mobile app steps?New Relic: not named
Amplitude#1 Mixpanel#2 PostHog#3

Cohorts and segmentation (1)

Which tools let me build behavioral cohorts and reuse them across reports, targeting, and messaging without having to rebuild them each time?New Relic: not named
Amplitude#1 Hightouch#3 Segment

Journey and path analysis (1)

How do product analytics platforms differ in how they map user journeys and compare the paths that lead to conversion versus drop-off?New Relic: not named
Amplitude PostHog Heap Contentsquare

Experiments and A/B testing (1)

Which product analytics platforms combine feature flags and A/B testing with behavioral analytics in one place so I don't need separate tools?New Relic: not named
Amplitude#3 PostHog Statsig GrowthBook

Event tracking (1)

Which product analytics tools are best for tracking custom client-side and server-side events without having to do a huge instrumentation project?New Relic: not named
PostHog#1 Amplitude#2 Mixpanel#3 RudderStack#5

Surveys and feedback (1)

Which tools can run in-app NPS and CSAT surveys and tie the responses back to behavioral cohorts?New Relic: not named
Amplitude#1 Pendo#2 Survicate#3

Error and crash analytics (1)

Which tools group exceptions and crashes into issues and link them to the affected users and sessions?New Relic: named, not recommended
Pendo Datadog Gainsight PX Sentry

Identity resolution (1)

How do product analytics tools resolve identities across devices and anonymous sessions, and what breaks when identity resolution is done poorly?New Relic: not named
Amplitude PostHog Heap

Heatmaps (1)

Which product analytics platforms have heatmaps that work on mobile app screens, not just web pages?New Relic: not named
UXCam#1 Contentsquare#2 Microsoft Clarity#3 Heap#4 FullStory#5

Web analytics (1)

Which product analytics platforms have solid web analytics for traffic and conversion, and how do they compare to dedicated web analytics tools?New Relic: not named
PostHog#1 Google Analytics#1 Amplitude#2 Matomo#2 Mixpanel#3 Plausible#3 Adobe Analytics#4 Heap

Feature flags (1)

Are there product analytics tools where I can roll out features with feature flags and then measure their impact in the same place?New Relic: not named
Statsig#1 PostHog#2 Amplitude#3

AI agent analytics (1)

Which product analytics tools can measure adoption and failure rates of AI agent features inside our product?New Relic: not named
PostHog#1 Mixpanel Amplitude Langfuse Arize Phoenix

Product analytics (1)

Which product analytics tools are best at showing where users get stuck in a multi-step onboarding flow, and how do they differ in how they surface that drop-off?New Relic: not named
Amplitude#1 Mixpanel PostHog Heap FullStory Pendo

Account and company analytics (1)

Which product analytics tools are best for tracking usage and retention at the account and company level in a B2B product?New Relic: not named
Amplitude#1 Mixpanel#2 PostHog#3 Pendo#4

Dashboards (1)

What should I look for in a tool for building shareable dashboards that non-analysts can self-serve from, and which ones make it easiest to keep metrics consistent across teams?New Relic: not named
Looker#1 Microsoft Power BI#3 Omni

AI analytics assistant (1)

Is Pendo's AI analytics assistant reliable enough that product managers can just ask questions in plain English instead of writing reports?New Relic: not named
Pendo

Most recommended alternatives

1
GitHub Actionsrecommended for 19 questions · avg. position 1.6
“My initial recommendation would be to look at GitHub Actions + Argo CD + Argo Rollouts as the default startup-friendly architecture, with GitLab CI/CD and Harness as serious alternatives.”
2
GitLab CIrecommended for 12 questions · avg. position 1.7
“My initial recommendation would be to look at GitHub Actions + Argo CD + Argo Rollouts as the default startup-friendly architecture, with GitLab CI/CD and Harness as serious alternatives.”
3
Buildkiterecommended for 9 questions · avg. position 3
“Buildkite is a strong option for security-conscious enterprises, particularly those that want to keep CI/CD execution inside their own infrastructure while using a managed SaaS control plane.”
4
CircleCIrecommended for 8 questions · avg. position 3.8
“For compliance frameworks such as SOC 2, ISO 27001, PCI DSS, and internal security policies, I would shortlist GitHub Enterprise, GitLab Ultimate, Azure DevOps Services, and CircleCI.”
5
Argo Rolloutsrecommended for 7 questions · avg. position 1
“My initial recommendation would be to look at GitHub Actions + Argo CD + Argo Rollouts as the default startup-friendly architecture, with GitLab CI/CD and Harness as serious alternatives.”
6
Argo CDrecommended for 6 questions · avg. position 1
“My initial recommendation would be to look at GitHub Actions + Argo CD + Argo Rollouts as the default startup-friendly architecture, with GitLab CI/CD and Harness as serious alternatives.”
7
Harnessrecommended for 6 questions · avg. position 4
“My initial recommendation would be to look at GitHub Actions + Argo CD + Argo Rollouts as the default startup-friendly architecture, with GitLab CI/CD and Harness as serious alternatives.”
8
Jenkinsrecommended for 6 questions · avg. position 5
“3. Jenkins when minimizing vendor licensing costs is more important than minimizing operational overhead.”
9
Bitriserecommended for 5 questions · avg. position 1.3
“Bitrise if mobile signing, testing, and app-store publishing are particularly complex.”
10
Codemagicrecommended for 5 questions · avg. position 1.7
“- Codemagic: A strong option for Flutter and React Native teams that want straightforward pricing and minimal pipeline maintenance.”
11
Azure DevOpsrecommended for 5 questions · avg. position 4.7
“For compliance frameworks such as SOC 2, ISO 27001, PCI DSS, and internal security policies, I would shortlist GitHub Enterprise, GitLab Ultimate, Azure DevOps Services, and CircleCI.”
12
Azure Pipelinesrecommended for 4 questions
“The best CI/CD platforms for this are GitHub Actions, GitLab CI/CD, Azure Pipelines, CircleCI, and Buildkite.”