Use Deep mode Internal agents with Web search and Knowledge to find and read 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
Research agents find and read sources and write up what they found, on demand or on a 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.
Scheduled monitoring
Track topics on a schedule with a Loop, and get a digest when something new 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.” The agent searches the web and reads each pricing page, then returns a structured markdown comparison with its sources.
The agent automatically:
Web search - Built-in web search over the open web
Publicly accessible papers - Preprints and open-access articles (gated databases like JSTOR/IEEE require your own access)
News monitoring - Public news pages and RSS feeds
Social & forums - Publicly accessible discussions
Internal sources - Knowledge attachments (Confluence, Notion, Google Drive, uploaded docs)
Competitor tracking - Websites, product updates, announcements
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 , the browser , 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
Built-in web search covers the open web, and the agent reads the pages it finds, including many publicly indexed papers and preprints.
News & feeds
Monitor public news pages and RSS feeds, or wire a news API through Custom MCP with your own key.
Social & forums
Read publicly accessible discussions; gated platform APIs (X, Reddit, LinkedIn) require your own credentials via Custom MCP.
Web extraction
Extract data from websites and forums with the browser and scripts in the sandbox.
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 the actions the agent takes.
Sign up free - No credit card required
Follow the quickstart - Create your first agent in 10 minutes
Use the web-research Skill - attach it to your Agent in the Console
Add internal sources - Confluence, Notion, Google Drive, or files as Knowledge
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? Research runs and their results stay in your organization unless you have the agent send them somewhere.
Can it handle specialized topics? Yes. Provide domain-specific sources and terminology, and agents adapt to any field.
How current is the information? Web search reads the live web when the agent runs. To follow a topic, run the agent on a schedule with a Loop.
View all FAQs →