Research use cases for AI bots
Research bots do the reading and gathering, so you start from a draft instead of a blank page. These use cases track new papers and releases, search your own files and notes, compare facts across sites with a link for each one, and turn a pile of sources into a structured digest. Most start when you ask; some run on a weekly schedule.
128 use cases · When you ask: 101 · On a schedule: 24 · When something happens: 3 · Tools used most: Notes, Browser, Docs
Weekly reading digest curator
Summarize saved web articles into a prioritized weekend reading list with key takeaways.
Tools: Browser, NotesbeginnerLocal file search and knowledge retrieval
Index personal documents to answer queries and summarize files across your machine
Tools: Docs, Notes, Terminal, ChatSkillintermediateAcademic Expert Research Outreach Assistant
Identify relevant domain specialists and prepare personalized email inquiries for review
Tools: Browser, Email, SpreadsheetintermediateTracking literature on autonomous agent architectures
Curate and summarize new research across reinforcement learning and foundation model agents
Tools: GitHub, Browser, NotesintermediateTracking executive statements and viewpoint shifts
Monitor public talks and interviews to map how key industry voices evolve their positions
Tools: Browser, Spreadsheet, NotesSkillintermediateSynthesizing research libraries into structured documents
Turn collected articles, web pages, and documents into referenced notes
Tools: Browser, PDF files, Notes, DocsSkillintermediateSynthesizing customer feedback into product themes
Aggregate incoming customer comments, extract common feature requests, and group usability issues.
Tools: Chat, Docs, SpreadsheetSkillintermediateSupplement ingredient and clinical study cross-referencing
Evaluate dietary supplement claims against published clinical trials and dosage standards
Tools: Browser, Database, NotesintermediateSemiconductor material candidate screening and stability analysis
Simulate candidate material structures and rank candidates by thermal and structural performance
Tools: Terminal, Database, SpreadsheetSkilladvancedScientific equation discovery runner
Search for symbolic formulas that fit experimental scientific datasets
Tools: Terminal, Spreadsheet, NotesSkilladvancedResearch community discussions and sentiment across public forums
Track emerging topics, gather community reactions, and summarize thread discussions
Tools: Browser, NotesSkillintermediateProject briefing across calendar events and shared docs
Synthesize recent emails, document updates, and calendar agendas into a unified briefing.
Tools: Calendar, Docs, Email, SpreadsheetintermediateParallel web research and structured data extraction
Navigate multiple web pages simultaneously to gather and summarize findings
Tools: Browser, NotesSkillintermediateNiche blog feed curator and digest builder
Track independent subject-matter blogs and assemble reading lists for long-form essays
Tools: Browser, Notes, ChatbeginnerMulti-perspective debate synthesis on complex topics
Query diverse perspectives across viewpoints and synthesize consensus and disagreements
Tools: Chat, Docs, NotesSkillintermediateLarge language model research paper digest
Summarize technical AI preprints, benchmark architectures, and extract key implementation takeaways
Tools: Browser, Notes, PDF files, ChatSkillintermediateInspecting and navigating active web pages via chat
Read page content, run lightweight DOM interactions, and answer queries directly in the browser
Tools: Browser, ChatSkillintermediateIn-depth web research and report drafting
Investigate complex questions across live web sources and reference documents to draft structured briefings
Tools: Browser, Docs, Notes, PDF filesSkillintermediateHybrid knowledge graph and multimodal search
Traverse unified text, vector, and graph indexes to produce structured research briefs
Tools: Database, Terminal, NotesSkilladvancedHistorical music chart and trend researcher
Explore top musical hits and cultural trends across different countries and decades
Tools: Browser, Notes, SpreadsheetSkillbeginnerGenerating editable autonomous driving simulation scenes
Convert natural language instructions into photorealistic sensor test sequences and 3D scene edits
Tools: Chat, TerminalSkilladvancedFiltering high-volume tech forums for relevant reading
Aggregate top discussions and filter out noise based on chosen topics and keywords.
Tools: Browser, NotesintermediateExtracting hardware specifications from listings
Turn messy hardware product descriptions into structured spec sheets for price-performance analysis
Tools: Browser, SpreadsheetSkillintermediateExtract structured records from unstructured text
Parse messy documents and notes into schema-compliant records for your database.
Tools: Notes, Database, ChatSkillintermediateExtract structured catalog data from web pages
Turn messy e-commerce listings and tables into organized tabular data automatically
Tools: Browser, SpreadsheetSkillintermediateEvaluating cryptocurrency trading signals and risk models
Synthesize multi-interval indicators and risk constraints into actionable portfolio reviews
Tools: Database, Terminal, ChatadvancedDynamic webpage research extractor
Navigate complex web pages to pull clean text and compile research notes
Tools: Browser, NotesSkillintermediateDigitizing and indexing handwritten historical journals
Transcribe scanned diary pages, extract mentioned entities, and organize entries into a database
Tools: PDF files, Database, NotesintermediateDeep web research and topic dossier compilation
Gather online sources, parse webpage contents, and synthesize structured research notes
Tools: Browser, Notes, ChatSkillintermediateCurating video datasets for generative model training
Inspect clip samples, score visual quality, and maintain filtered dataset manifests
Tools: Notion, Terminal, DatabaseSkillintermediateCurated daily topic news briefing compiler
Gather recent web stories on designated topics and structure them into multi-section digests
Tools: Browser, DocsSkillintermediateCross-channel ad campaign auditor
Audit performance, spend efficiency, and conversion trends across paid advertising accounts
Tools: Chat, Spreadsheet, DocsintermediateCoordinating multi-model debate and reasoning arenas
Run multi-agent simulation rounds to benchmark persuasion, logic, and voting patterns
Tools: Chat, Notes, DatabaseSkillintermediateClean boilerplate and extract core content from web pages
Strip navigation, ads, and sidebars from URLs to compile clean markdown notes
Tools: Browser, Notes, DocsSkillintermediateCataloging industry pain points for software ideation
Extract real operational friction across business forums to evaluate potential software opportunities
Tools: Browser, Notes, SpreadsheetSkillintermediateAutonomous scientific paper and experiment pipeline
Conduct literature reviews, run analytical code, and draft research papers from data
Tools: Browser, Terminal, DocsadvancedAutonomous research paper tracker and digest compiler
Track, categorize, and synthesize new academic preprints into structured reading lists
Tools: Browser, PDF files, NotesintermediateAutonomous market research and trade execution planner
Monitor market assets, purchase live financial data, and prepare trade plans within set budgets
Tools: Payments, Terminal, NotesSkilladvancedAutonomous machine learning experiment tracking and iteration
Track model training jobs, log evaluation outcomes, and iterate on scientific hypotheses.
Tools: Terminal, NotesadvancedAutomated web research and structured data extraction
Navigate complex websites and compile live research data directly into structured notes
Tools: Browser, NotesSkillintermediateAutomated web research and data extraction
Navigate multi-step web pages, interact with elements, and compile structured records
Tools: Browser, NotesSkillintermediateAutomated web page scraper and data extractor
Crawl target web pages on a schedule and parse unstructured HTML into database records
Tools: Browser, DatabaseintermediateAutomated web data extraction from dynamic sites
Navigate complex web portals to gather structured records and compile research summaries
Tools: Browser, Terminal, SpreadsheetSkillintermediateAutomated simulated environment skill learning and cataloging
Direct simulated exploration, write executable control routines, and build an indexed skill catalog
Tools: Terminal, Database, NotesadvancedAutomated machine learning experimenter and paper generator
Brainstorm novel model modifications, run benchmarks in isolated code environments, and draft papers
Tools: Terminal, PDF files, DocsSkilladvancedAutomated forum topic digest and news briefing
Collect trending discussions from web forums, extract common themes, and post structured team summaries.
Tools: Slack, Browser, NotesintermediateAutomated card game playtesting and strategy benchmarking
Run autonomous game simulations through engine tooling to evaluate game decisions and deck performance
Tools: Terminal, Database, SpreadsheetSkilladvancedAutomate web browsing workflows from plain language steps
Navigate websites, interact with page elements, and gather online data using step-by-step instructions
Tools: Browser, NotesSkillintermediate
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