| 1 |
Amplitude |
|
10/10 |
2 | 1 | 1 | 1 | 2 | 1 | 1 | 2 | 1 | 1 |
- GPT-6 Luna (#1) Excellent behavioral analytics, funnels, retention, and journey analysis for understanding drop-off.
- Gemini 4 Argon (#1) Best overall for deep funnel analysis, user retention tracking, and predictive behavior insights.
- Qwen 3.8 Flash (#1) Best-in-class product analytics: funnels, retention, cohorts out of the box.
- GLM-5.3 (#1) Best-in-class behavioral analytics, funnels, and retention; built exactly for drop-off analysis.
- Kimi K3 (#1) Purpose-built behavioral analytics with best-in-class funnel, path, and cohort analysis.
- Mistral Large 4 (#1) Best funnel and cohort analysis for understanding drop-off paths.
- Nemotron 3 Ultra (#1) Best event-based analytics for product funnels
- Claude Haiku 5.5 (#2) Deep behavioral analytics and funnel charts, well suited to product teams.
- DeepSeek V4 Pro (#2) Excellent behavioral analytics and conversion funnel visualization at scale.
- MiniMax M3 (#2) Deep cohort, funnel, and path analysis built for product engagement insights.
|
| 2 |
Mixpanel |
|
10/10 |
1 | 2 | 2 | 2 | 1 | 2 | 2 | 1 | 2 | 2 |
- Claude Haiku 5.5 (#1) Strong funnel and drop-off analysis, generous free tier, easy event-based setup.
- DeepSeek V4 Pro (#1) Best overall for funnel analysis and user drop-off insights with intuitive event-based tracking.
- MiniMax M3 (#1) Best-in-class event-based product analytics with strong funnel and retention flows.
- GPT-6 Luna (#2) Intuitive event-based analytics with strong funnels, cohorts, and retention reporting.
- Gemini 4 Argon (#2) Intuitive event-based tracking with powerful self-serve funnel and drop-off visualization.
- Qwen 3.8 Flash (#2) Strong funnels and segmentation; great for drop-off analysis.
- GLM-5.3 (#2) Powerful event tracking, funnels, and flows with generous free tier and ease of use.
- Kimi K3 (#2) Intuitive event tracking and funnels, fast insights without heavy engineering setup.
- Mistral Large 4 (#2) Simple, fast setup with powerful flow and retention reports.
- Nemotron 3 Ultra (#2) Powerful cohort analysis and retention tracking
|
| 3 |
Heap |
|
10/10 |
3 | 4 | 4 | 3 | 3 | 4 | 3 | 3 | 3 | 3 |
- Claude Haiku 5.5 (#3) Autocapture records interactions retroactively, so new drop-off points need no re-instrumentation.
- Qwen 3.8 Flash (#3) Auto-captures all events, so retroactive funnel work is easy.
- DeepSeek V4 Pro (#3) Auto-captures every interaction retroactively, so no missed drop-off data.
- Kimi K3 (#3) Autocapture lets you analyze drop-offs retroactively without predefining every event.
- MiniMax M3 (#3) Auto-captures every interaction, great for retroactive funnel discovery.
- Mistral Large 4 (#3) Auto-captures all events, ideal for retroactive funnel analysis.
- Nemotron 3 Ultra (#3) Autocapture eliminates manual tracking setup
- GPT-6 Luna (#4) Automatically captures interactions, making exploratory funnel analysis easier to start.
- Gemini 4 Argon (#4) Autocaptures every user interaction retroactively, eliminating manual tracking gaps in funnels.
- GLM-5.3 (#4) Auto-capture tracking reduces instrumentation burden; strong retroactive analysis.
|
| 4 |
PostHog |
|
10/10 |
6 | 3 | 3 | 5 | 4 | 3 | 4 | 4 | 4 | 6 |
- GPT-6 Luna (#3) Combines product analytics, session replay, feature flags, and experiments in one platform.
- Gemini 4 Argon (#3) All-in-one developer-friendly suite combining product analytics, session replay, and feature flags.
- GLM-5.3 (#3) Open-source, self-hostable option combining analytics, session replay, and feature flags.
- DeepSeek V4 Pro (#4) Open-source, self-hostable, combines session replays with funnel analytics seamlessly.
- Kimi K3 (#4) Strong all-in-one analytics plus open-source and self-hosting option for privacy needs.
- MiniMax M3 (#4) Open-source product analytics with funnels, session replay, and feature flags.
- Mistral Large 4 (#4) Open source, affordable, unlimited events with session replay.
- Qwen 3.8 Flash (#5) Analytics plus session replay and feature flags in one tool.
- Claude Haiku 5.5 (#6) Open-source option with funnels, session replay, and feature flags in one tool.
- Nemotron 3 Ultra (#6) Open-source with session replay and flags
|
| 5 |
Pendo |
|
10/10 |
7 | 5 | 5 | 4 | 5 | 5 | 6 | 6 | 5 | 5 |
- Qwen 3.8 Flash (#4) In-app behavior tied to surveys and product adoption.
- GPT-6 Luna (#5) Pairs product usage analytics with in-app guidance and feedback tools.
- Gemini 4 Argon (#5) Combines robust usage analytics with in-app guides to fix drop-offs directly.
- DeepSeek V4 Pro (#5) Strong in-app guidance plus funnel analytics to understand and fix drop-offs.
- GLM-5.3 (#5) Great for adoption and in-app guidance tied to usage data.
- Mistral Large 4 (#5) Strong in-app guides tied to user behavior insights.
- Nemotron 3 Ultra (#5) Combines analytics with in-app guides
- Kimi K3 (#6) Analytics tied to in-app guides, great for acting on drop-off findings directly.
- MiniMax M3 (#6) Combines product analytics with in-app guidance and NPS for drop-off reduction.
- Claude Haiku 5.5 (#7) Combines analytics with in-app guides, useful for acting on drop-off findings.
|
| 6 |
FullStory |
|
10/10 |
5 | 8 | 6 | 6 | 6 | 7 | 5 | 8 | 6 | 4 |
- Nemotron 3 Ultra (#4) Session replay shows exact user struggles
- Claude Haiku 5.5 (#5) Session replay pinpoints exactly where users struggle and abandon flows.
- Kimi K3 (#5) Combines funnels with session replay so you can watch exactly why users drop off.
- Gemini 4 Argon (#6) Pairs quantitative drop-off funnels with high-fidelity session replays to show why users leave.
- Qwen 3.8 Flash (#6) Excellent session capture for diagnosing where users struggle.
- DeepSeek V4 Pro (#6) Session replay-first tool that pairs qualitative watching with funnel analytics.
- GLM-5.3 (#7) Session replay plus funnel analytics makes drop-offs tangible to watch.
- MiniMax M3 (#8) Digital experience intelligence with funnel analysis and session replay.
|
| 7 |
Google Analytics |
|
9/10 |
4 | 7 | | 7 | 7 | 6 | 7 | 5 | 7 | 7 |
- Claude Haiku 5.5 (#4) Free and familiar, but weaker for in-app event funnels than dedicated tools.
- MiniMax M3 (#5) Free, widely adopted, solid funnel reporting across web and app.
- GLM-5.3 (#6) Free and ubiquitous, but web-focused and less suited to app funnels.
- GPT-6 Luna (#7) Widely used, accessible option for app events, funnels, and user journeys.
- Qwen 3.8 Flash (#7) Free, ubiquitous; decent if needs are simple.
- DeepSeek V4 Pro (#7) Free, ubiquitous, and its funnel exploration reports are solid for basic needs.
- Kimi K3 (#7) Free and widely adopted; GA4 funnels cover basics though event modeling is clunky.
- Mistral Large 4 (#7) Free, broad audience metrics, but weaker for app-specific funnels.
- Nemotron 3 Ultra (#7) Free web/app analytics with funnel reports
|
| 8 |
Hotjar |
|
8/10 |
8 | | | 8 | 9 | 8 | 8 | 7 | 8 | 8 |
- MiniMax M3 (#7) Session replays and heatmaps reveal exactly why users abandon flows.
- Claude Haiku 5.5 (#8) Heatmaps and recordings show visual friction, though analysis depth is limited.
- Qwen 3.8 Flash (#8) Heatmaps and recordings add qualitative drop-off context.
- GLM-5.3 (#8) Heatmaps and recordings reveal UX friction, though shallow product analytics.
- Kimi K3 (#8) Heatmaps and recordings reveal friction points, though lighter on quantitative funnels.
- Nemotron 3 Ultra (#8) Heatmaps and recordings reveal drop-offs
- DeepSeek V4 Pro (#9) Heatmaps and session recordings complement its funnel tool for small-to-mid teams.
|
| 9 |
LogRocket |
|
5/10 |
| | 7 | | 8 | | 10 | 9 | | 9 |
- Gemini 4 Argon (#7) blends product analytics with frontend error tracking to spot bug-related user drop-offs.
- DeepSeek V4 Pro (#8) Combines session replay, error tracking, and funnel analysis for product teams.
- MiniMax M3 (#9) Combines session replay with frontend logging to debug drop-offs.
- Nemotron 3 Ultra (#9) Session replay plus frontend error tracking
- Kimi K3 (#10) Session replay plus funnels with technical context like errors behind abandonment.
|
| 10 |
Contentsquare |
|
1/10 |
| 6 | | | | | | | | |
- GPT-6 Luna (#6) Visual experience analytics helps identify behavioral friction across digital journeys.
|
| 11 |
Glassbox |
|
2/10 |
| 9 | 9 | | | | | | | |
- Gemini 4 Argon (#9) Enterprise digital experience analytics excels at uncovering technical friction and mobile app drop-offs.
|
| 12 |
June |
|
1/10 |
| | 8 | | | | | | | |
- Gemini 4 Argon (#8) Instant, opinionated product analytics and retention reports built specifically for B2B SaaS teams.
|
| 13 |
Segment |
|
2/10 |
| | | 9 | | 10 | | | | |
- GLM-5.3 (#10) Pipelines data to many tools; needs a downstream analytics platform.
|
| 14 |
Smartlook |
|
2/10 |
| | 10 | | | | 9 | | | |
|
| 15 |
CleverTap |
|
1/10 |
| | | | | | | | 9 | |
|