# SageFusion vs Surf SageFusion records 0 monthly visits with -100% month-over-month growth and Paid pricing. Surf records 116,252 monthly visits with -18.9% growth and Free, Pro, Max, API credits pricing. | Metric | [SageFusion](https://openaitools.app/tool/sagefusion) | [Surf](https://openaitools.app/tool/surf) | | :--- | :--- | :--- | | Website URL | https://www.sagefusion.co | https://asksurf.ai | | Categories | AI Investing, AI For Finance, AI Models, AI Predictions | AI Crypto, AI Copywriting, AI Creative Writing, AI For Finance | | Pricing Model | Paid | Free, Pro, Max, API credits | | Monthly Visits | 0 | 116,252 | | MoM Growth Rate | -100% | -18.9% | | Primary Market | Global | South Korea | | Direct Visits | 0 | 88,813 | | Review Score | 4.4 | 4.2 | | Saved Count | 1 | 0 | | Supported Platforms | Website | Website | ## SageFusion SageFusion approaches investing research from a testing-first angle. Rather than presenting only the ideas that worked, it runs a nightly scan across nearly 4,000 US-listed stocks and ETFs, then compares each pick or setup against a random stock on the same night. Studies must also survive a later period of data the model never saw, and every result is publicly labeled as verified, verified (no edge), or failed / retracted. Withdrawn studies remain visible in the research log with the reason attached. The product has two audiences. Investors can join a waitlist for research access, which includes a ranked shortlist delivered each evening after the close plus the full log with the numbers behind each label. Firms can request a data sample and license the tested research data for their own workflows. The company also publishes insights, a podcast, and the book The Wealth Almanac by founder Michael Kelly, and it positions itself explicitly as a research tool rather than investment advice. The team is led by Michael Kelly, formerly of Citigroup, Barclays, UBS and Mizuho Securities, alongside Dr. Andrew Weinbach as Chief Compliance Officer. SageFusion is based in New York and is operated by Investment Science LLC. **Pricing & Plans:** SageFusion is a paid research product with two tracks: individual research access, currently offered through a waitlist, and a licensed research-data offering for firms that starts with a sample-on-request conversation. Exact prices are not published on the public site. - **Honest result labeling:** Every study carries a label of verified, verified (no edge), or failed / retracted, so you can see how often ideas actually survived testing. - **Out-of-sample testing:** Studies are built on earlier data and must hold up on a later period the test never saw, after accounting for trading costs. - **Random-stock baseline:** Nightly picks and breakout setups are compared against a random stock from the same night, making it harder for luck to look like skill. - **Published research log:** The full log, including failures and withdrawn studies with reasons, remains searchable across stocks, ETFs, options, futures, crypto and spot FX. - **Evening shortlist and data licensing:** Investors receive a ranked shortlist after each close; firms can license the labeled research data and request a sample. **Strengths:** Unusual commitment to publishing failed and retracted studies with reasons; Clear, plain-language labels that a non-quant investor can interpret; Transparent methodology: split periods, random-stock comparison, trading costs; Backed by a named team with institutional finance and academic credentials **Limitations:** Investor research access is waitlist-gated rather than immediately purchasable; No public price list, so cost requires contacting the company; US-listed equities and ETFs dominate the scan, limiting non-US coverage [Profile (Markdown)](https://openaitools.app/tool/sagefusion.md) ## Surf Surf positions itself as the intelligence layer for open financial markets. The core experience is conversational: you ask a question about a token, a protocol, a company, or a market move, and the system returns an answer grounded in live market feeds, onchain events, SEC filings, and news, with the underlying sources cited so you can verify the reasoning. Around that chat experience, Surf layers a set of named products such as CryptoPulse and Cryptopedia, plus an in-browser Studio for building analysis. What separates Surf from a generic chatbot is the data plumbing behind it. The company says its datasets are kept current, structured, and unified across fragmented sources before any model touches them, which matters because much of crypto data is scattered across exchanges, chains, and regional venues. Surf also highlights its coverage of hard-to-source markets, including multilingual Asian centralized exchange data, as a differentiator for institutional research. For builders, Surf exposes the same intelligence through an API, an MCP server, a CLI, and reusable agent skills, so a research desk can embed crypto and equities context directly into its own agents and internal tools. Surf states it is used by more than 500,000 users across 700-plus organizations, and its developer layer is documented separately for teams that want to integrate rather than click. Surf is operated by Cybertino Inc. and is not affiliated with any exchange or broker; outputs are research assistance, not investment advice. **Pricing & Plans:** Surf publishes a tiered pricing page covering Free, Pro, and Max plans alongside API credit packages, with annual billing options and Studio credits bundled at higher tiers. Exact figures change over time, so check the official pricing page before purchasing. - **Cited conversational analyst:** Ask questions about tokens, protocols, or equities in plain language and receive answers backed by visible sources rather than unsupported assertions. - **Unified multi-source data:** Market prices, onchain events, SEC filings, and news are normalized into one structured layer so the model reasons over consistent inputs. - **Developer integration layer:** API, MCP server, CLI, and agent skills let teams wire Surf intelligence into their own agents, dashboards, and internal research workflows. - **CryptoPulse and Cryptopedia products:** Purpose-built modules for tracking market-moving developments and for looking up structured context on projects and assets. - **Coverage of hard-to-source markets:** Surf emphasizes structured multilingual data from Asian centralized exchanges, a category many Western data vendors handle poorly. **Strengths:** Answers come with citations, which makes verification practical rather than a leap of faith.; Covers both onchain crypto data and US equities in a single interface, useful for cross-asset research.; Genuine developer surface area: API, MCP, CLI, and agent skills, not just a chat box.; Institutional framing and published case studies signal real deployments with funds and exchanges. **Limitations:** It is a research and intelligence tool, not a trading or execution venue, so it will not place orders for you.; Deeper data access and higher usage tiers sit behind paid plans and API credits.; Coverage quality varies by asset and venue; niche or thinly traded markets may return thinner answers. [Profile (Markdown)](https://openaitools.app/tool/surf.md) ## Frequently Asked Questions ### How do SageFusion and Surf compare in monthly traffic? SageFusion has 0 monthly visits, while Surf has 116,252. Traffic estimates describe audience size, not product quality. ### How do their growth rates compare? SageFusion has a month-over-month growth rate of -100%; Surf has -18.9%. ### How does pricing compare? SageFusion: Paid. SageFusion is a paid research product with two tracks: individual research access, currently offered through a waitlist, and a licensed research-data offering for firms that starts with a sample-on-request conversation. Exact prices are not published on the public site. Surf: Free, Pro, Max, API credits. Surf publishes a tiered pricing page covering Free, Pro, and Max plans alongside API credit packages, with annual billing options and Studio credits bundled at higher tiers. Exact figures change over time, so check the official pricing page before purchasing. ## Alternatives | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [LuxAlgo](https://openaitools.app/tool/luxalgo) | 985,376 | +9.8% | Freemium, Free Trial, Paid | AI trading indicators, real-trade orderflow and charts in one platform | [.md](https://openaitools.app/tool/luxalgo.md) | | 2 | [MacroMicro](https://openaitools.app/tool/macromicro) | 928,258 | +22.5% | Freemium, Paid | Global macro data and AI research platform for smarter economic decisions | [.md](https://openaitools.app/tool/macromicro.md) | | 3 | [Aime](https://openaitools.app/tool/aime) | 260,428 | +11.4% | Freemium | AI investing copilot for stock research, screening and market signals | [.md](https://openaitools.app/tool/aime.md) | | 4 | [Composer](https://openaitools.app/tool/composer-your-ai-copilot-for-trading) | 219,564 | +11.8% | Freemium, Paid | AI-assisted, no-code automated trading strategies you can backtest and run | [.md](https://openaitools.app/tool/composer-your-ai-copilot-for-trading.md) | | 5 | [Danelfin](https://openaitools.app/tool/danelfin-com) | 216,830 | -11.1% | Freemium | AI-driven stock scores that rank every pickable stock by probability of beating the market | [.md](https://openaitools.app/tool/danelfin-com.md) | | 6 | [Intellectia.Ai](https://openaitools.app/tool/intellectia-ai) | 171,347 | +18% | Free Trial, Paid | AI-driven market analysis for faster, data-backed investing decisions | [.md](https://openaitools.app/tool/intellectia-ai.md) | | 7 | [Tradytics](https://openaitools.app/tool/tradytics-com) | 103,044 | -9.9% | Freemium, Free Trial | Options flow, dark pools and dealer gamma with an AI analyst built in | [.md](https://openaitools.app/tool/tradytics-com.md) | | 8 | [LunarCrush](https://openaitools.app/tool/lunarcrush-com) | 69,001 | -9.1% | Paid | Real-time social sentiment and market intelligence across 40+ categories | [.md](https://openaitools.app/tool/lunarcrush-com.md) | | 9 | [Amsflow](https://openaitools.app/tool/amsflow) | 37,303 | +72.2% | Free Trial, Paid | Institutional-depth market research with an AI copilot that builds, backtests, and screens for you | [.md](https://openaitools.app/tool/amsflow.md) | | 10 | [Moontower](https://openaitools.app/tool/moontower) | 32,164 | +49.5% | Freemium | AI-powered volatility intelligence with proprietary options charts, cited answers and an MCP server for your own agent. | [.md](https://openaitools.app/tool/moontower.md) | --- Source: https://openaitools.app/compare/sagefusion-vs-surf More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)