Tool Category
Best AI Analytics Tools
12 tools compared on real pricing, genuine strengths, and the limitations that only show up after you buy.
The short answer
We track 12 Analytics tools, 8 of which have a free or freemium tier you can evaluate without a sales call. Our picks are Galileo, LangSmith and Microsoft Clarity. Each entry below lists real pricing, what it is genuinely good at, and the limitations that only show up after you buy.
Pricing at a glance
| Tool | Pricing model | What it costs |
|---|---|---|
| Galileo | enterprise-quoted | Enterprise pricing, quoted per organization. |
| LangSmith | freemium | Free developer tier. Paid Plus and Enterprise plans add seats, longer trace retention, and deployment options. |
| Microsoft Clarity | free | Free forever with no limits. |
| PostHog | freemium | Free up to 1M events/month. Self-host free. Pay-as-you-go past free tier. |
| Arize AI | enterprise-quoted | Open-source Phoenix is free. The Arize platform is sold via paid and enterprise plans. |
| Braintrust | freemium | Free tier for small teams. Paid Pro and Enterprise plans add scale, collaboration, and deployment options. |
| Comet Opik | freemium | Open-source and free to self-host. Comet offers managed and enterprise plans. |
| Hotjar | freemium | Basic free plan (35 sessions/day). Plus $32/month. Business $80/month. |
| Langfuse | freemium | Open-source and free to self-host. Langfuse Cloud offers free and paid managed tiers. |
| Mixpanel | freemium | Free up to 20M events/month. Growth from $28/month. Enterprise plans available. |
| Patronus AI | paid | Usage-based and enterprise pricing, quoted per organization. |
| Rilla | enterprise-quoted | Not published — demo and custom quote, typically priced per rep per month. Setup is quoted at roughly two hours. |
All 12 Analytics tools
Galileo
AnalyticsAn enterprise platform for evaluating, monitoring, and guarding AI agents and LLM applications, including real-time protection against unsafe outputs.
Good for: Enterprises running agents and LLM apps at scale, Regulated organizations needing runtime safeguards, Teams needing both evaluation and live monitoring
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LangSmith
AnalyticsAn observability and evaluation platform for LLM and agent applications — tracing, datasets, automated evals, and production monitoring in one place.
Good for: Teams running agents in production, Enterprises needing eval and monitoring, Engineering orgs standardizing AI observability
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Microsoft Clarity
AnalyticsFree session recordings, heatmaps, and AI-powered insights from Microsoft — no limits, no tiers.
Good for: Any SMB with a website, Ecommerce, Bootstrapped Startups
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PostHog
AnalyticsOpen-source product analytics with session recording, feature flags, and A/B testing in one platform.
Good for: SaaS, Developers, Product Teams...
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Arize AI
AnalyticsAn ML and LLM observability platform for monitoring model and agent performance, detecting drift, and tracing failures in production.
Good for: Enterprises running AI in production, ML and platform teams, Regulated industries needing auditable monitoring
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Braintrust
AnalyticsAn evaluation-first platform for AI applications — build eval datasets, run scored experiments, and monitor quality in production.
Good for: Teams that want measured, not anecdotal, AI quality, Enterprises shipping AI features that must not regress, Engineering orgs adopting eval-driven development
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Comet Opik
AnalyticsAn open-source platform for LLM evaluation, tracing, and production monitoring, from the team behind the Comet ML experiment-tracking tool.
Good for: Teams needing open-source LLM observability, Enterprises with data-residency requirements, Existing Comet ML users
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Hotjar
AnalyticsSession recordings, heatmaps, and on-site surveys — see exactly how visitors use your website.
Good for: Ecommerce, Agencies, SaaS...
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Langfuse
AnalyticsAn open-source observability and evaluation platform for LLM applications — tracing, prompt management, evals, and cost monitoring.
Good for: Teams running LLM apps and agents in production, Enterprises needing self-hosted observability, Engineering orgs standardizing AI tracing and evals
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Mixpanel
AnalyticsProduct analytics with AI insights — track user behavior, build funnels, and get explanations in plain English.
Good for: SaaS, Agencies, Ecommerce...
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Patronus AI
AnalyticsAn automated evaluation and guardrails platform for LLMs, focused on rigorously detecting hallucinations, unsafe outputs, and other failures.
Good for: Enterprises that need rigorous, automated LLM testing, Regulated teams requiring defensible evaluation evidence, Orgs scoring for hallucination and safety
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Rilla
AnalyticsRecords in-person sales conversations so managers can run "virtual ridealongs" instead of physically driving to appointments.
Good for: Home services and remodeling companies with in-home sales, Dental practices working on case acceptance, Senior living and multifamily leasing teams...
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Frequently asked
- What are the best ai analytics tools?
- We track 12 Analytics tools, 8 of which have a free or freemium tier you can evaluate without a sales call. Our picks are Galileo, LangSmith and Microsoft Clarity. Each entry below lists real pricing, what it is genuinely good at, and the limitations that only show up after you buy.
- Are there free Analytics tools?
- Yes — 8 of the 12 tools we track in this category offer a free or freemium tier: LangSmith, Microsoft Clarity, PostHog, Braintrust, Comet Opik, Hotjar, and others. Free tiers vary widely in usefulness, so check the individual entry for what the tier actually includes.
- How much do Analytics tools cost?
- Pricing varies by model — per seat, per action, per credit, and per outcome are all common in this category. As one reference point, Galileo: Enterprise pricing, quoted per organization.
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