Compare Agents

A clearer overview of Fiig and Precog. Explore the differences and purpose of each agent.

Agent Tools

A quick guide to the tools used across Fiig and Precog.

Academic Search

Discover peer-reviewed papers and scholarly material to ground your reasoning and writing.

Web Search

Find recent information across the web to complement research or provide timely context.

Detailed Notes

Capture highlights, quotes, and AI-generated notes that stay linked to the original source.

Canvas

A connected workspace where source material, notes, and drafting come together.

Explore by Agent

Choose an agent to focus the content below.

Search ArXiv and Semantic Scholar

TRANSFORMATIVE PEDAGOGY IN THE DIGITAL AGE: UNRAVELING THE IMPACT OF ARTIFICIAL INTELLIGENCE ON HIGHER EDUCATION STUDENTS

4 citations92%

Oct 10, 2024•Problems of Education in the 21st Century

Student Perspectives on the Benefits and Risks of AI in Education

0 citations90%

May 4, 2025•arXiv

cs.CYcs.AIcs.ET+1

Navigating the Future of Education: Educators' Insights on AI Integration and Challenges in Greece, Hungary, Latvia, Ireland and Armenia

0 citations85%

Aug 28, 2024•arXiv

cs.CY

Impact of AI on Education and the Need for Academia to Adopt: A Review

6 citations85%

Jan 1, 2024•Journal of Engineering Education Transformations

Generative AI in Education: A Study of Educators' Awareness, Sentiments, and Influencing Factors

0 citations80%

Mar 22, 2024•arXiv

cs.AI

Unlocking potential: The impact of AI on education technology

10 citations80%

Dec 22, 2023•Multidisciplinary Reviews

A Manifesto for a Pro-Actively Responsible AI in Education

0 citations75%

May 3, 2024•International Journal of Artificial Intelligence in Education 2024

cs.CYcs.AIK.3

Need of AI in Modern Education: in the Eyes of Explainable AI (xAI)

0 citations70%

Jul 31, 2024•Blockchain and AI in Shaping the Modern Education System 2025

cs.AI

Students Experience on Self-Study through AI

6 citations65%

2023•AI and Tech in Behavioral and Social Sciences

Artificial Intelligence in Education: A Review

1481 citations95%

Apr 17, 2020•IEEE Access

Computer Science

Fiig: Critical Reading and Features

Access a vast library of academic sources and seamlessly integrate your own uploaded files for comprehensive research. Fiig helps you quickly locate relevant papers and information across multiple academic databases, and build structured insights from annotated notes and highlights.

Engage with Sources

Read in-browser, highlight claims, and annotate without switching tools.

Ask Smarter Questions

Use the assistant to clarify arguments and connect ideas across papers.

Surface What Matters

Identify key quotes and sections based on your highlights and prompts.

Build Research Memory

Keep notes and questions organized and connected to sources.

Find

Discover relevant academic sources across 200M+ papers.

Cite

Generate accurate citations in multiple formats.

Analyze

Extract insights and summaries with saved notes and highlights.

Build

Turn annotations into outlines and arguments with sources.

Automatic AI Model Selection

Summarization & Condensing

Claude 3 Opus

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#2Gpt 4 Turbo#3Gemini 1.5 Pro#4Claude 3 Sonnet

Content Creation (Short-Form & Messaging)

Gpt 4 Turbo

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#2Claude 3 Opus#3Gemini 1.5 Pro#4Claude 3 Sonnet

Content Creation (Long-Form & Strategic)

Gemini 1.5 Pro

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#2Claude 3 Opus#3Gpt 4 Turbo#4Claude 3 Sonnet

Data Extraction & Analysis

Claude 3 Sonnet

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#2Claude 3 Opus#3Gpt 4 Turbo#4Gemini 1.5 Pro

Summarization & Condensing

"Use the note tool and highlight five core insights from this 30-page PDF and rewrite them into executive-ready summary bullets."

Claude 3 Opus

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#2Gpt 4 Turbo#3Gemini 1.5 Pro#4Claude 3 Sonnet

Content Creation (Short-Form & Messaging)

"Based on the transcript of my conversation with a client, draft a polite and direct follow-up email to check in on the pending proposal."

Gpt 4 Turbo

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#2Claude 3 Opus#3Gemini 1.5 Pro#4Claude 3 Sonnet

Content Creation (Long-Form & Strategic)

"Highlight the product brief in the file and brainstorm ten headline ideas that could be used in a launch campaign."

Gemini 1.5 Pro

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#2Claude 3 Opus#3Gpt 4 Turbo#4Claude 3 Sonnet

Data Extraction & Analysis

"Analyze this CSV sales dataset and use the note tool to highlight which products performed best by both revenue and volume."

Claude 3 Sonnet

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#2Claude 3 Opus#3Gpt 4 Turbo#4Gemini 1.5 Pro

Precog: Features and Canvas

Precog analyzes your prompts and routes to the most suitable model from 20+ options, while keeping your sources, notes, and canvas connected for grounded, reproducible writing.

Prompt Model Matching

Precog analyzes your prompt to select the best model for the task.

Use 20+ AI Models

Switch or re-run queries with alternative models in one place.

Chat with PDFs

Upload files and ask questions; get grounded answers with references.

Notes & Highlights

Line-level highlights and notes that you can reference while writing.

Bring Your Sources

Upload PDFs and connect directly to your material.

Search with Fiig

Find academic papers with Fiig and send them to Precog's canvas.

Interactive PDF Tools

Make AI notes or highlight text; keep citations visible.

Ideas Stay Connected

As drafts evolve, quotes and notes remain part of the workspace.

Compare Fiig and Precog

See which tools each agent excels at. Use Fiig to discover and analyze sources, and use Precog to optimize models and compose with context.

Tool	Fiig	Precog
Academic Search Query millions of scholarly papers to ground research.
Web Search Search the live web for recent information.
Detailed Notes Capture highlights, quotes, and AI notes from sources.
Canvas Compose with sources side-by-side in a connected workspace.