Estimize vs QuantRocket comparison

Unique

• Crowdsourced EPS and revenue estimates on a non-GAAP basis, with more than 120,000 contributors and coverage of over 3,000 stocks and 80+ macro indicators each quarter.
• Earnings and economic calendars (including CPI and PPI) with the ability for users to submit their own estimates.
• Premium subscription provides access to the complete Estimize dataset without the need to contribute, plus advanced screening tools and customizable alerts ($99/month).
• APIs and data delivery: a public REST API with some open endpoints, plus enterprise delivery via real-time API, daily FTP, or daily Excel files.
• Embeddable Estimize widget available for third-party sites.
• Gamified forecasting with leagues, rankings, and leaderboards to measure analyst accuracy.

Unique

• Includes survivorship-bias-free US minute-bar data (from 2007 onward) for Zipline backtests and live trading, with optional real-time feeds from brokers like IBKR and Alpaca.
• Supports point-in-time screening and ranking pipelines, and integrates with Alphalens and Pyfolio for in-notebook analysis inside Jupyter.
• Global coverage through Interactive Brokers’ historical and real-time data across 60+ exchanges, plus optional feeds like EDI global EOD, Sharadar fundamentals, and Brain sentiment datasets.
• Deep IBKR integration enabling advanced order types such as algorithmic, parent-child, and bracket orders, as well as combos/spreads, margin 'what-if' checks, option greeks, and auction imbalance data.
• Streams tick-level data into TimescaleDB with WebSocket access, and allows flexible bar aggregation.
• REST API ('Houston') with Python client and CLI tools; endpoints return CSV or JSON for easy downstream use.