VOL. XCIV, NO. 247

★ A CURATED DIRECTORY OF FINANCIAL TOOLS AND RESOURCES ★

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Friday, December 26, 2025

Tool Comparison

ApeWisdom vs Calcbench comparison

Compare pricing, supported platforms, categories, and standout capabilities to decide which tool fits your workflow.

Quick takeaways

ApeWisdom adds Stock Ideas, Market Sentiment, and Reddit coverage that Calcbench skips.

Calcbench includes Financials, Improved Filings, Flags, Management Compensation, Acquisitions, Ticker Changes, Sheets / Excel Add-ins, Blogs, and Regulatory Filings Monitoring categories that ApeWisdom omits.

In depth comparison

ApeWisdom logo

ApeWisdom

apewisdom.io

Social sentiment tracker for ticker mentions across selected Reddit communities and 4chan /biz. Public web UI and documented public API; no public pricing/plan page found during review (2025-12-26).

Platforms

WebAPI

Pricing

Free

Quick highlights

  • Trending leaderboards for Reddit tickers (past 24h) showing mentions, 30-day trend, and upvotes; includes subreddit-specific leaderboards.
  • Separate views for Stocks, Cryptos, and an aggregated "All" list; includes a 4chan /biz leaderboard marked as BETA.
  • Per-ticker pages show last-24h summary metrics (mentions, upvotes, mentioning users), an overall sentiment %, subreddit-specific sentiment (e.g., WSB), and "nearby keywords".
  • Methodology: scans tracked subreddits twice an hour; detects tickers via uppercase or $-prefix; counts multiple mentions in a single post/comment once; only shows tickers listed on "Infinite Marketcap".
  • Public API v1.0: list tickers by mentions via filter endpoints (all, all-stocks, all-crypto, specific subreddits, 4chan) with pagination (100 results/page). API docs show direct HTTPS calls with no API key/auth in examples.

Community votes (overall)

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Calcbench logo

Calcbench

calcbench.com

SEC-filings and earnings‑release data platform built for analysts. Coverage includes as‑reported financial statements, footnotes/disclosures text, segments & breakouts, earnings press‑release numerics (incl. non‑GAAP and guidance), proxies, 8‑Ks, and SEC comment letters. ‘Trace’ any number back to the source filing. Point‑in‑time fundamentals with publication timestamps are available for backtests. Excel (Windows) add‑in is full‑featured; Office 365 (Mac/Web) and Google Sheets add‑ins are lighter. API access is separate from standard subscriptions.

Platforms

WebDesktopAPI

Pricing

FreeSubscription

Quick highlights

  • As‑reported financials with drill‑through ‘Trace to source’ into the filing; multi‑company time‑series and standardized metrics.
  • Interactive disclosures/footnotes search across 10‑K/10‑Q (and other docs); segment & geographic breakouts.
  • Earnings press‑release data within minutes of wire: GAAP, non‑GAAP, guidance, KPIs; model‑ready via Excel or API.
  • Point‑in‑time fundamentals: standardized metrics stamped with first‑available timestamps to avoid look‑ahead bias.
  • Auditor & auditor‑fee dataset with flags; M&A purchase‑price‑allocation dataset.

Community votes (overall)

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Where they differ

ApeWisdom

Distinct strengths include:

  • Trending leaderboards for Reddit tickers (past 24h) showing mentions, 30-day trend, and upvotes; includes subreddit-specific leaderboards.
  • Separate views for Stocks, Cryptos, and an aggregated "All" list; includes a 4chan /biz leaderboard marked as BETA.
  • Per-ticker pages show last-24h summary metrics (mentions, upvotes, mentioning users), an overall sentiment %, subreddit-specific sentiment (e.g., WSB), and "nearby keywords".
  • Methodology: scans tracked subreddits twice an hour; detects tickers via uppercase or $-prefix; counts multiple mentions in a single post/comment once; only shows tickers listed on "Infinite Marketcap".

Calcbench

Distinct strengths include:

  • As‑reported financials with drill‑through ‘Trace to source’ into the filing; multi‑company time‑series and standardized metrics.
  • Interactive disclosures/footnotes search across 10‑K/10‑Q (and other docs); segment & geographic breakouts.
  • Earnings press‑release data within minutes of wire: GAAP, non‑GAAP, guidance, KPIs; model‑ready via Excel or API.
  • Point‑in‑time fundamentals: standardized metrics stamped with first‑available timestamps to avoid look‑ahead bias.

Feature-by-feature breakdown

AttributeApeWisdomCalcbench
Categories

Which research workflows each platform targets

Shared: Data APIs, APIs & SDKs

Unique: Stock Ideas, Market Sentiment, Reddit

Shared: Data APIs, APIs & SDKs

Unique: Financials, Improved Filings, Flags, Management Compensation, Acquisitions, Ticker Changes, Sheets / Excel Add-ins, Blogs, Regulatory Filings Monitoring

Asset types

Supported asset classes and universes

Stocks, ETFs, Cryptos

Stocks

Experience levels

Who each product is built for

Beginner, Intermediate

Beginner, Intermediate, Advanced

Platforms

Where you can access the product

Web, API

Web, Desktop, API

Pricing

High-level pricing models

Free

Free, Subscription

Key features

Core capabilities called out by each vendor

Unique

  • Trending leaderboards for Reddit tickers (past 24h) showing mentions, 30-day trend, and upvotes; includes subreddit-specific leaderboards.
  • Separate views for Stocks, Cryptos, and an aggregated "All" list; includes a 4chan /biz leaderboard marked as BETA.
  • Per-ticker pages show last-24h summary metrics (mentions, upvotes, mentioning users), an overall sentiment %, subreddit-specific sentiment (e.g., WSB), and "nearby keywords".
  • Methodology: scans tracked subreddits twice an hour; detects tickers via uppercase or $-prefix; counts multiple mentions in a single post/comment once; only shows tickers listed on "Infinite Marketcap".
  • Public API v1.0: list tickers by mentions via filter endpoints (all, all-stocks, all-crypto, specific subreddits, 4chan) with pagination (100 results/page). API docs show direct HTTPS calls with no API key/auth in examples.

Unique

  • As‑reported financials with drill‑through ‘Trace to source’ into the filing; multi‑company time‑series and standardized metrics.
  • Interactive disclosures/footnotes search across 10‑K/10‑Q (and other docs); segment & geographic breakouts.
  • Earnings press‑release data within minutes of wire: GAAP, non‑GAAP, guidance, KPIs; model‑ready via Excel or API.
  • Point‑in‑time fundamentals: standardized metrics stamped with first‑available timestamps to avoid look‑ahead bias.
  • Auditor & auditor‑fee dataset with flags; M&A purchase‑price‑allocation dataset.
  • Excel add‑in (Windows, full), Office 365 add‑in (Mac/Web, limited), and Google Sheets add‑on; Python API client.
Tested

Verified by hands-on testing inside Find My Moat

Not yet

Not yet

Editor pick

Featured inside curated shortlists

Standard listing

Standard listing

Frequently Asked Questions

Which workflows do ApeWisdom and Calcbench both support?

Both platforms cover Data APIs, and APIs & SDKs workflows, so you can research those use cases in either tool before digging into the feature differences below.

Do ApeWisdom and Calcbench require subscriptions?

Both ApeWisdom and Calcbench keep freemium access with optional paid upgrades, so you can trial each platform before committing.

How can you access ApeWisdom and Calcbench?

Both ApeWisdom and Calcbench prioritize web or desktop access. Investors wanting a mobile-first workflow may need to rely on responsive web views.

What unique strengths set the two platforms apart?

ApeWisdom differentiates itself with Trending leaderboards for Reddit tickers (past 24h) showing mentions, 30-day trend, and upvotes; includes subreddit-specific leaderboards., Separate views for Stocks, Cryptos, and an aggregated "All" list; includes a 4chan /biz leaderboard marked as BETA., and Per-ticker pages show last-24h summary metrics (mentions, upvotes, mentioning users), an overall sentiment %, subreddit-specific sentiment (e.g., WSB), and "nearby keywords"., whereas Calcbench stands out for As‑reported financials with drill‑through ‘Trace to source’ into the filing; multi‑company time‑series and standardized metrics., Interactive disclosures/footnotes search across 10‑K/10‑Q (and other docs); segment & geographic breakouts., and Earnings press‑release data within minutes of wire: GAAP, non‑GAAP, guidance, KPIs; model‑ready via Excel or API..

Keep exploring

Curation & 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.