VOL. XCIV, NO. 247
STOCK ANALYSIS TOOLS & ECONOMIC MOAT STATS
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Sunday, May 3, 2026
Stock Analysis Tools & Economic Moat Stats
Public stats and market analytics • Updated hourly
Live, public stats on the stock analysis tools and investment research tools people use on Find My Moat. Track economic moat signals, moat scores, and market analytics like clicks, upvotes, conversions, and traffic sources. See which tools trend, which categories win attention, and what the community searches for, from replacement ideas to free alternatives. Updated hourly so you can follow shifts in investor behavior, engagement funnels, and AI referral traffic as they happen.
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Visitors • Unique users
Tool Clicks • 4.2% CTR
Votes Cast • 63% positive
Conversion • View → Click
Market Pulse
Share of votes each tool earned in the last 14 days; highlights momentum and rising attention.
Community sentiment for the last 7 days.
Tools with split approval; highlights polarizing picks to research before committing.
Community Favorites Tools
Net upvotes (upvotes minus downvotes) highlight the strongest community consensus.
High-approval tools (80%+ with 5+ votes) signal broad agreement on quality.
Outbound clicks show where investors show active intent to try a tool.
Wide Moat Stocks
Weighted scores blend moat strength, durability, confidence, and market structure.
- 01100Taiwan Semiconductor Manufacturing Company Limited2330
- 02100VeriSign, Inc.VRSN
- 0399Vertex Pharmaceuticals IncorporatedVRTX
- 0499Visa Inc.V
- 0598NVIDIA CorporationNVDA
- 0697Canadian National Railway CompanyCNR
- 0796Auto Trader Group plcAUTO
- 0895Oriental Land Co., Ltd.4661
- 0994Meta Platforms, Inc.META
- 1094Evolution ABEVO
Net upvotes are community upvotes minus downvotes on moat claims.
Moat Ranking Filters
Category-level view of filters applied on the Wide Moat Stocks ranking. Data from the last 3 months.
Filter category uses
23.9K
Top 5 share
90.2%
Most-selected filter values across the moat ranking filters (multi-selects count each value). Data from the last 3 months.
Filter value uses
15.5K
Top 5 share
34.5%
Tool Switching & Coverage
Replacement searches highlight where users are ready to switch and demand is shifting.
Free-alternative searches show price pressure and budget-driven demand.
Tools with the most category badges; useful when you want broad coverage in one product.
Tools with rare-category coverage (≤ 3 tools share); helps spot niche capabilities others lack.
Tool Filter Values
Only filters applied to tool lists are counted; shows which tool criteria matter most. Data from the last 3 months.
Total tool filter actions
7.8K
Top 5 share
98.0%
Values applied on the tool directory filters; multi-selects count each value. Data from the last 3 months.
Filter value uses
6.0K
Top 5 share
25.9%
Engagement & Traffic
Entry intent by page type shows where discovery starts. Avg pages and bounce rate are for the last 30 days, with bounce trend versus the prior 30 days.
Vote rate by source highlights channels that bring engaged users over the last 30 days.
Top referral sources by visitors track the acquisition mix over the last 30 days.
Visits sent by AI assistants show how much discovery comes from chatbots in the last 30 days.
About These Stats
I've created this public stats page to open source the investor analytics behind Find My Moat, including stock analysis tools usage and economic moat activity. This is a work in progress, and I'm always looking for ways to improve it.
Would you like to see something added? A new chart or a new metric? A market analytics view? Any feedback?
Don't hesitate to reach out! Use the 'Feedback' button in the bottom right corner.
Explore the Tools
Now that you've seen what other investors are discovering, start exploring the directory yourself. Find the perfect tools for your investing workflow.
Browse All ToolsCuration & Accuracy
This directory blends AI‑assisted discovery with human curation. Entries are reviewed, edited, and organized with the goal of expanding coverage and sharpening quality over time. Your feedback helps steer improvements (because no single human can capture everything all at once).
Details change. Pricing, features, and availability may be incomplete or out of date. Treat listings as a starting point and verify on the provider’s site before making decisions. If you spot an error or a gap, send a quick note and I’ll adjust.