Use Deep mode Internal agents with search_web, read_url, and knowledge attachments to gather sources and produce structured reports.
Typical use: Competitive analysis brief → agent searches the web, reads sources, cites findings, and delivers a markdown report.
Research is time-consuming and tedious:
Information overload - Too many sources, not enough time
Manual synthesis - Hours spent reading and summarizing
Inconsistent quality - Different researchers, different approaches
Slow turnaround - Research takes days or weeks
Limited coverage - Can’t monitor everything relevant
The cost of slow research:
Missed opportunities from delayed insights
Poor decisions based on incomplete information
Researcher burnout from repetitive work
Competitive disadvantage
Inability to scale research operations
Auteryn research agents continuously monitor sources, gather relevant information, analyze findings, and deliver synthesized insights—automatically and on schedule.
Multi-Source Gathering
Search web, academic papers, news, social media, internal docs, and databases simultaneously.
Intelligent Synthesis
Analyze findings, identify patterns, extract key insights, and generate summaries.
Continuous Monitoring
Track topics 24/7. Get alerts when new relevant information appears.
Citation Management
Automatically cite sources, track references, and generate bibliographies.
Competitive Intelligence
Monitor competitors, track industry trends, and identify market opportunities.
Custom Reports
Generate formatted research reports with executive summaries and visualizations.
Define Research Topics
Specify what to research: keywords, questions, sources to monitor, and depth of analysis needed.
Agent Gathers Information
Searches multiple sources, filters relevant content, and extracts key information automatically.
Analysis & Synthesis
Agent analyzes findings, identifies patterns, compares sources, and generates insights.
Deliver Reports
Receive formatted reports via email, Slack, or dashboard. Schedule daily, weekly, or on-demand.
Brief: “Summarize competitor pricing pages for products X, Y, Z.” Agent uses web search and read_url, cites sources, and returns a structured markdown comparison.
The agent automatically:
Web search - Built-in search_web over the open web
Publicly accessible papers - Preprints and open-access articles via web fetch (gated databases like JSTOR/IEEE require your own access)
News monitoring - Public news pages and RSS via web fetch
Social & forums - Publicly accessible discussions via web fetch
Internal sources - Knowledge attachments (Confluence, Notion, Google Drive, uploaded docs)
Competitor tracking - Websites, product updates, announcements via web fetch
Beyond simple summarization:
Trend identification - Spot emerging patterns and themes
Sentiment analysis - Gauge public opinion and reactions
Comparative analysis - Compare sources and perspectives
Gap analysis - Identify missing information
Credibility assessment - Evaluate source reliability
Contradiction detection - Flag conflicting information
Professional, formatted reports:
Executive summary - Key findings and recommendations
Methodology - Sources and approach used
Detailed findings - Organized by theme or question
Data visualizations - Charts, graphs, timelines
Citations - Properly formatted references
Appendices - Raw data and supporting materials
How sources are reached
Auteryn has no native connectors for academic databases, news APIs, social platforms, or reference managers. Research agents gather sources through built-in web search (search_web) and web fetch (read_url), the sandbox (running any public API or CLI with your credentials), and Custom MCP adapters. Paywalled or API-gated sources work only if you supply your own access. Internal documents are reached through Knowledge attachments (Confluence, Notion, Google Drive, web crawler, uploaded files).
Web search & fetch
Built-in search_web and read_url cover the open web, including many publicly indexed papers and preprints.
News & feeds
Monitor public news pages and RSS via web fetch, or wire a news API through Custom MCP with your own key.
Social & forums
Read publicly accessible discussions via web fetch; gated platform APIs (X, Reddit, LinkedIn) require your own credentials via Custom MCP.
Web extraction
Extract data from websites and forums with read_url and sandbox scripting.
Internal sources (Knowledge)
Attach Confluence, Notion, Google Drive, a web crawler, or uploaded documents as Knowledge.
Reference export
Output citations as formatted text/BibTeX for import into your reference manager. No native Zotero/Mendeley connector.
Understand your market:
Customer needs and pain points
Market size and growth trends
Competitive landscape analysis
Pricing and positioning research
Stay ahead of competitors:
Product launches and updates
Marketing campaigns and messaging
Hiring patterns and expansion
Customer reviews and sentiment
Accelerate scholarly work:
Literature reviews
Citation discovery
Methodology research
Data collection and analysis
Due diligence and analysis:
Company research and financials
Industry trends and forecasts
Risk assessment
Regulatory changes
Build better products:
User needs and feedback
Feature requests and complaints
Technology trends
Best practices and patterns
Research automation scales with your needs:
Free: $0/month — 1,000 credits
Pro: $29/month — 15,000 credits ($24/mo billed annually)
Business: $99/month — 60,000 pooled credits ($83/mo billed annually)
Enterprise: Custom pricing for high-volume research
See Pricing for full plan limits and credit rates. Credit usage depends on research depth and tools invoked.
Sign up free - No credit card required
Follow the quickstart - Create your first agent in 10 minutes
Use the research template - Start with our pre-built research skill
Configure sources - Connect databases and APIs
How accurate is the research? Agents cite all sources and flag conflicting information. You control which sources to trust.
Can it access paywalled content? If you have institutional access, agents can use your credentials to access paywalled databases.
What about data privacy? All research is private to your organization. Agents never share findings externally.
Can it handle specialized topics? Yes. Provide domain-specific sources and terminology, and agents adapt to any field.
How current is the information? Agents can monitor sources in real-time and alert you to breaking developments.
View all FAQs →