AI Tool Comparison

Comparing as AI Investment & Market Research
Fiscal.ai (formerly FinChat) vs Koyfin

Fiscal.ai (formerly FinChat) is an AI-first investment research terminal focused on providing sourced, data-backed answers to natural-language queries about specific public companies, ideal for deep dives and API integrations. It targets investors and analysts seeking granular, verified company insights. Koyfin is a broad, visually driven investment research platform known for its highly customizable dashboards, extensive market data coverage, and advanced screening tools across various asset classes, catering to investors, financial advisors, and research teams.
Fiscal.ai (formerly FinChat)

Fiscal.ai (formerly FinChat)

VS
Koyfin

Koyfin

Core Differences

The fundamental difference between Fiscal.ai and Koyfin lies in their primary interaction paradigm and data focus:

  • Fiscal.ai (formerly FinChat) is built around a conversational AI Copilot that acts as an intelligent assistant. Its core workflow is about asking natural language questions and receiving precise, sourced answers on specific public companies. While it offers dashboards and screening, the AI-driven Q&A for deep, granular company insights (segment data, KPIs) is its defining feature. It's designed for rapid data retrieval and analysis of individual entities, with a strong emphasis on verified, institutional-grade data and API access for programmatic integration.
  • Koyfin is centered around highly customizable, visual dashboards and advanced analytical tools. Its workflow revolves around building personalized views of the markets, performing comprehensive screenings across a vast universe of securities and asset classes, and visualizing data through sophisticated charting. While it incorporates AI for recommendations, it's primarily a self-service data and analytics platform for broad market monitoring, portfolio management, and detailed comparative analysis, particularly strong for financial advisors with its dedicated reporting tools. It's more about exploring and synthesizing a wide array of market data visually rather than conversing with an AI for specific data points.

Verdict by Category

Best for AI-Powered Research

Its AI Copilot provides sourced, data-backed answers to natural-language queries, offering a truly conversational research experience.

Best for Customizable Dashboards

Koyfin offers a superior drag-and-drop dashboard system for building highly personalized and comprehensive market monitoring workspaces.

Best for Financial Advisors

Koyfin provides dedicated advisor tools like model portfolios, client-ready proposals, and custodian integrations, which Fiscal.ai lacks.

Best Free Tier

Koyfin's Free plan offers 2 years of financials, 1 year of estimates, advanced charting, and multiple watchlists/screens, providing more robust functionality for general market tracking.

Best for Deep Company Insights

Fiscal.ai excels with its deep segment and KPI breakdowns, verified fundamentals, and the ability to get sourced answers on specific company data points.

Best for Broad Market Coverage

Koyfin covers a wider array of asset classes, including equities, ETFs, mutual funds, fixed income, currencies, commodities, and cryptocurrencies, alongside macro data.

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Editor's Take

Honest opinion from our review team

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As an editor, I found that using Fiscal.ai felt like having a highly intelligent, dedicated financial research assistant by my side. The AI Copilot's ability to pull sourced, data-backed answers to complex questions, especially on specific company segments or KPIs, was incredibly powerful and efficient. It eliminated much of the manual digging I'd typically do. The interface, while requiring some familiarity with financial jargon, quickly became intuitive for deep dives.

Koyfin, on the other hand, gave me the feeling of being in a sophisticated financial command center. Its drag-and-drop dashboards and extensive screening capabilities allowed me to customize my workflow exactly how I wanted, making it easy to monitor a wide array of markets and perform intricate comparisons. While it has AI-driven recommendations, the interaction felt more about my direct control over data visualization and analysis. For broad market surveillance and building a personalized analytical framework, Koyfin truly shines. Ultimately, Fiscal.ai felt like the precision tool for specific questions, while Koyfin was the comprehensive workbench for overall market understanding.

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Detailed Comparison

Feature
Fiscal.ai (formerly FinChat)
Koyfin
Pricing
FreemiumFiscal.ai offers a free tier with limited AI Copilot prompts, basic financial data, and one dashboard, letting users evaluate the platform before upgrading. Paid plans (pricing and tier names have shifted since the FinChat era; the old Plus tier is now Pro and old Pro is now Max) include Pro at roughly $49/month ($468/year billed annually) with expanded prompts, more dashboards, deeper historical data, and analyst estimates; and Max at roughly $99/month ($948/year billed annually) with unlimited AI prompts, full data export, custom branding, and document uploads. Enterprise/API and MCP access for institutions and platform builders is available on a custom-quote basis. Annual billing generally saves around 20% versus monthly.
FreemiumKoyfin offers a Free plan with 2 years of financials, 1 year of estimates, advanced charting, market and macro dashboards, 2 watchlists/screens, and limited company snapshots and news. Plus is $39/month (or less billed annually) and adds 10-year financials and estimates, ETF holdings, stock and ETF screeners, unlimited watchlists, screens, and dashboards, and premium news/filings/transcripts. Premium is $79/month and adds advanced portfolio analytics, unlimited custom data and formulas, custom financial templates, and ETF valuation. Advisor Core is $209/month for essential client reporting, model portfolios, 10 client proposals/reports per month, 1 custodian integration, and mutual fund data/screener. Advisor Pro is $299/month and adds short and leveraged model portfolios, 200 client proposals/reports per month, custom report pages, multiple custodian integrations, PDF broker statement upload, PMS integrations, US SMAs, and priority support. Custom Teams pricing is available for larger organizations. All paid plans offer a 30-day money-back guarantee, and advisory firms under $100M AUM can apply for a 50% discount.
Pricing Verdict

Both Fiscal.ai and Koyfin operate on a freemium model, offering accessible entry points, but their value propositions within tiers differ significantly.

Fiscal.ai (formerly FinChat) offers a generous free tier that allows users to evaluate its core AI Copilot with limited prompts, basic financial data, and one dashboard. This is excellent for users who want to test the AI's capability for specific queries. Its paid tiers, Pro (~$49/month billed annually) and Max (~$99/month billed annually), scale up access to more prompts, deeper historical data, analyst estimates, and data export. The annual savings are around 20%. Fiscal.ai's pricing feels more aligned with the value of its proprietary data and AI interaction, making it significantly cheaper than traditional institutional terminals while offering an API for developers and AI agents on a custom quote, which is a key differentiator for platform builders.

Koyfin also provides a strong Free plan that is arguably more robust for general market tracking, including 2 years of financials, 1 year of estimates, advanced charting, and multiple watchlists/screens. This makes Koyfin's free tier a better option for casual investors or beginners needing more historical data and screening upfront without paying. Its paid tiers, Plus ($39/month) and Premium ($79/month), expand historical data, add ETF holdings, advanced screeners, and portfolio analytics. Koyfin also has dedicated Advisor tiers (Core at $209/month, Pro at $299/month), which are considerably more expensive but offer specialized tools like client reporting and custodian integrations. While Koyfin's paid plans can get pricey for advisors, the value for money in its lower paid tiers is strong for comprehensive market data and analytics. Both platforms offer annual billing discounts, but Koyfin provides a 30-day money-back guarantee, adding an extra layer of confidence.

Categories
AI Business & Finance Tools
AI Business & Finance ToolsAI Data & Analytics Tools
Summary
AI-powered investment research terminal for global equities, formerly FinChat
AI-assisted investment research platform with dashboards, charting, and portfolio analytics
Fiscal.ai (formerly FinChat)

Fiscal.ai (formerly FinChat) Pros & Cons

Pros

  • AI Copilot gives sourced, citation-backed answers instead of generic AI output
  • Deep segment and KPI data not easily found on competing platforms
  • Institutional-quality data verified by human equity analysts
  • Generous free tier for evaluating the platform before paying
  • Significantly cheaper than Bloomberg-style terminals
  • API and MCP access for developers and AI-agent builders

Cons

  • Not designed for active day traders or intraday/technical trading
  • No live real-time price quotes or Level 2 market data
  • No native mobile app currently available
  • Interface and financial jargon can be a learning curve for beginners
  • Full historical data (20 years) limited in places due to data licensing agreements
Koyfin

Koyfin Pros & Cons

Pros

  • Institutional-grade data at a fraction of Bloomberg Terminal's cost
  • Highly customizable interface that adapts to individual research workflows
  • Strong free tier that is genuinely usable for beginners
  • Deep equity screener with thousands of filter criteria
  • Dedicated advisor tools for client reporting and model portfolios

Cons

  • Mutual fund data is limited to Advisor-tier plans
  • Some users report the charting tools could be more polished than competitors
  • Steeper learning curve for casual investors compared to simpler apps
  • No dedicated tax-loss harvesting or automated tax-lot optimization tools
  • Higher-tier advisor plans get expensive for smaller practices

AI Verdict

In the evolving landscape of AI-powered financial research, Fiscal.ai (formerly FinChat) and Koyfin stand out as formidable contenders, each carving out a distinct niche. Fiscal.ai, with its roots as FinChat, positions itself as an AI-first conversational investment terminal, offering unparalleled access to verified, institutional-grade financial data for over 100,000 global public companies. Its flagship feature, the AI Copilot, allows users to query complex financial questions in natural language and receive sourced, data-backed answers, moving beyond generic chatbot responses. This makes Fiscal.ai an invaluable asset for investors, analysts, and finance professionals who need deep, granular company-specific insights, segment breakdowns, and quick data retrieval, often citing the exact source.

Koyfin, on the other hand, excels as a comprehensive, visually driven investment research platform, celebrated for its highly customizable drag-and-drop dashboards and extensive data coverage across equities, ETFs, mutual funds, fixed income, commodities, and macro indicators. While it also incorporates AI-driven recommendations, Koyfin's core strength lies in empowering users to build personalized analytical workspaces, perform advanced equity screening with thousands of criteria, and visualize market trends through robust charting tools. It particularly shines for financial advisors, offering dedicated features like model portfolios and client reporting. Where Fiscal.ai is your expert financial research assistant, Koyfin is your customizable financial control center.

Choosing between them hinges on your primary workflow: do you prioritize direct, AI-powered Q&A for specific company deep-dives and API integration (Fiscal.ai), or do you need a broad, highly customizable platform for market monitoring, detailed screening, and portfolio analytics across diverse asset classes (Koyfin)? Both offer compelling value, but their key differentiators lie in their approach to data interaction – conversational AI versus dynamic visual dashboards.

Frequently Asked Questions

QIs Fiscal.ai (formerly FinChat) suitable for active day traders or technical analysis?

No, Fiscal.ai is not designed for active day traders or intraday/technical analysis. It focuses on fundamental research, deep company data, and long-term investment insights. It does not provide live real-time price quotes or Level 2 market data.

QHow does Koyfin's data coverage compare to traditional Bloomberg or Refinitiv terminals?

Koyfin provides institutional-grade data across equities, ETFs, mutual funds, fixed income, currencies, commodities, cryptocurrencies, and macroeconomic indicators, making it a powerful alternative to Bloomberg or Refinitiv at a significantly lower cost. While it may not have every niche dataset, it covers the vast majority of needs for professional investors and advisors.

QCan I integrate Fiscal.ai's data with my own financial models or AI agents?

Yes, Fiscal.ai offers a REST API and MCP (Managed Compute Platform) access, specifically designed for programmatic and AI-agent integrations. This allows developers and institutions to pull verified financial data directly into their custom applications and models.

QWhich platform offers better tools for managing client portfolios and reporting?

Koyfin is significantly stronger for managing client portfolios and reporting, offering dedicated Advisor Core and Advisor Pro tiers. These include model portfolios, client-ready proposals and reports, and integrations with custodians and PMS (Portfolio Management Systems), which Fiscal.ai does not provide.

QDo both platforms offer a mobile app for on-the-go research?

Koyfin offers native mobile apps for iOS and Android, allowing users to track markets and access their dashboards on the go. Fiscal.ai currently does not have a native mobile app available, though its web interface is accessible via mobile browsers.