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Fast vs. Deep Research

Difference between Fast and Deep Research

Winson Luk avatar
Written by Winson Luk
Updated over a week ago

Ithy offers two primary modes for generating articles: "Search" (also known as "Fast Research" or "Pro Search") and "Research" (also known as "Deep Research" or "Deep Research Pro"). Understanding the differences between these modes will help you choose the best option for your specific needs, whether you require a quick overview or a comprehensive exploration of a topic.


Search (Fast Research / Pro Search) - Gold color

In Fast Research mode, under the hood, Ithy streamlines our AI aggregation to balance intelligence with speed. You don't see responses from multiple AIs, but you still get a comprehensive final article response with charts and graphics.

Characteristic

Details

Latency

15–45 seconds typical.

Model Mix

High-speed LLMs plus web search

Depth

Extensive

Best For

Brainstorming, flashcards, elevator pitches, quick definitions.

Fast Research mode is visually distinguished by a gold-colored button and is designed for users who need quick answers or overviews of topics. Key characteristics include:

  • Speed-optimized processing that prioritizes faster delivery of results

  • Uses fewer AI models than Deep mode

  • Ideal for straightforward questions, general information queries, or when you need a quick overview

  • Perfect for time-sensitive research or initial exploration of a topic

Despite its focus on speed, Fast Research mode still leverages multiple search sources to provide quality results. The content may be less exhaustive than Deep Research but remains well-structured and informative.

Fast Research mode also features AI Overviews and AI Search Results, which deliver even more information with blazing-fast speeds.

Pro members have access to Pro Search, which is the Pro version of Fast Research. This provides a 200% deeper search for more online sources, and uses our top models to create your responses.


Research (Deep Research) - Teal color

Deep mode goes wide (broader source net) and goes long (multi-round deliberation). Expect richer statistics, conflicting viewpoints reconciled, and more visuals if enabled.

Characteristic

Details

Latency

60–180 seconds typical.

Model Mix

3–6 specialised LLMs voting and elaborating.

Depth

Extensive

Best For

Strategy decks, grant proposals, university essays, technical tutorials.

Deep Research mode is visually distinguished by a teal-colored button and serves as the platform's default mode if not explicitly changed. This mode is designed for users who need comprehensive, in-depth analysis of topics. Key characteristics include:

  • Combines multiple researchers and AI models for maximum depth and breadth

  • Prioritizes thoroughness over speed, potentially taking longer to generate

  • Ideal for complex questions, academic research, or when you need detailed analysis

  • Perfect for comprehensive exploration of nuanced topics

  • May include more extensive citations and references

Deep Research mode excels at handling complex queries that require synthesis of information from multiple sources. The resulting articles tend to be more comprehensive, with greater attention to detail and nuance.

Pro members have access to Deep Research Pro, which is the Pro version of Deep Research. This provides a 200% deeper search for more online sources, and uses our top models to create your responses.


AI Models

Ithy is constantly updated with the latest AI models. These typically include releases from OpenAI ChatGPT, Google Gemini, xAI Grok, Perplexity Sonar, DeepSeek, and others.

You can ask a question on Deep Research to show the current models being used.

Choosing Individual Models

Ithy does not currently support the selection of individual models.

The biggest benefit of Ithy is that the models we choose are guaranteed to be the best, and we've extensively tested the exact set of models to make sure they work well together when blended.

While choosing individual models is a frequently requested feature, our tests have shown that user-selected models always underperform the set of models optimized by Ithy.


Should I use Fast Research or Deep Research?

Consider these factors when deciding which mode to use:

  • Time constraints: If you need information quickly, Fast mode may be preferable

  • Complexity of topic: For nuanced or specialized topics, Deep mode sometimes provides better results

  • Depth required: For surface-level information, Fast mode is sufficient; for comprehensive analysis, try Deep mode

  • Account tier: Pro users have access to enhanced versions of both modes

Fast Research mode also features AI Overviews and AI Search Results, which are not available on Deep Research Mode. These may provide more depth than Deep Research mode if your research requires detailed sources and alternative analyses.

You cannot change mode once the generate button is pressed. Cancel (close tab) and resubmit if you pick the wrong on

Remember that regardless of which mode you choose, you'll still receive a well-structured article. The primary difference lies in the depth and breadth of the content rather than its basic quality or format.

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