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AI Blueprint: Use Cases

Rohas Nagpal edited this page May 9, 2026 · 5 revisions

Legal & Dispute Resolution

Councils

  1. Arbitration — Claimant counsel, respondent counsel, devil's advocate, and presiding judge who delivers a binding decision.
  2. Moot Court Grading — Legal merits grader, advocacy grader, and final feedback panel who scores overall performance.
  3. Negotiation — Party A negotiator, Party B negotiator, and a deal architect who identifies the zone of agreement and proposes final terms.
  4. Mediation — Party A representative, Party B representative, and a neutral mediator who facilitates dialogue and drafts a settlement proposal.
  5. Contract Negotiation Simulation — Party A counsel, Party B counsel, neutral mediator, and a deal-closer who synthesizes the best compromise.
  6. Due Diligence Review — Legal reviewer, financial risk analyst, compliance checker, and a final go/no-go decision maker.
  7. Policy Challenge — Petitioner, government respondent, amicus brief writer, and appellate judge.

Document RAG

  1. Contract Review — Upload a contract and ask the AI to flag unusual clauses, obligations, deadlines, and missing standard provisions.
  2. Policy Lookup — Upload your company's HR, legal, or compliance policies and get precise cited answers to employee or auditor questions.
  3. Regulatory Mapping — Upload a regulatory document and ask the AI to map each requirement to your internal processes or obligations.

Email

  1. Client Reply Drafting — Import emails from clients or counterparties, draft replies grounded in your uploaded contracts or policies, apply a persona suited to the tone, and send after review.
  2. Opposing Counsel Correspondence — Ground replies in specific uploaded documents to ensure accuracy and consistency across a matter.

Research & Analysis

Councils

  1. Systematic Literature Review — Each AI reads a document subset and extracts claims, a meta-reviewer synthesizes conflicts, and a final AI produces a structured summary.
  2. Fact-Check Council — A claimant states findings from documents, a skeptic challenges them, a fact-checker cites exact sources, and a verdict writer concludes.
  3. Competitive Intelligence — One AI analyst per competitor's documents, then a strategist synthesizes the landscape into a final report.

Document RAG

  1. Literature Assistant — Upload research papers and ask the AI to summarize findings, compare methodologies, or identify gaps across studies.
  2. Thesis Support — Upload your draft thesis and supporting papers and ask the AI to check argument consistency, suggest citations, or identify weak sections.
  3. Data Dictionary Builder — Upload technical documentation or datasets and ask the AI to produce a structured data dictionary with definitions and usage notes.

Web Search

  1. Live Source Cross-Reference — Toggle web search mid-conversation to check your document findings against current information, with citations for both.
  2. URL to Knowledge Base — Paste a webpage URL to ingest it as a document and include it in RAG queries alongside your uploads.

Email

  1. Research Collaboration — Import emails from collaborators, draft replies grounded in your uploaded papers or notes, and send after review.

Business & Finance

Councils

  1. Investment Memo Review — Bull case analyst, bear case analyst, risk officer, and an investment committee chair who makes the final call.
  2. Product Spec Review — User advocate, engineering feasibility reviewer, business viability checker, and a product lead who makes the call.
  3. Post-Mortem Analysis — Root cause analyst, strengths reviewer, and a lessons-learned synthesizer who produces an action plan.
  4. Review Board — Analyst, critic, risk reviewer, and final decision maker.

Document RAG

  1. Financial Report Analysis — Upload earnings reports, balance sheets, or forecasts and ask the AI to surface key metrics, trends, and risks.
  2. RFP Response Assistant — Upload an RFP document and your company profile and ask the AI to draft compliant responses section by section.
  3. Meeting Notes Synthesizer — Upload multiple meeting transcripts and ask the AI to extract decisions, action items, and open questions across all sessions.

Email

  1. Stakeholder Replies — Import emails from clients, investors, or partners, ground replies in your uploaded financials or proposals, apply a persona per relationship, and send after review.
  2. RFP Follow-Up — Draft responses to RFP clarification emails grounded in your uploaded RFP document and company profile.

Education & Training

Councils

  1. Socratic Seminar — Multiple AI participants argue different philosophical positions, a moderator redirects the conversation, and a teacher gives structured feedback.
  2. Exam Grader Council — Grader for content accuracy, grader for argumentation quality, grader for writing clarity, and a final score aggregator.
  3. Medical Case Conference — Diagnostician, treatment planner, devil's advocate who surfaces alternative diagnoses, and an attending physician who writes the final summary.

Document RAG

  1. Study Guide Generator — Upload a textbook chapter or lecture notes and ask the AI to produce a structured study guide with key concepts and practice questions.
  2. Exam Prep Assistant — Upload course materials and ask the AI to quiz you, explain answers, and flag topics you should review further.
  3. Curriculum Mapper — Upload a syllabus and learning materials and ask the AI to map each topic to the relevant source document and page.

Email

  1. Student or Parent Correspondence — Import incoming emails, draft replies grounded in your uploaded course materials or policies, and send after review.

Healthcare & Science

Councils

  1. Medical Case Conference — Diagnostician, treatment planner, devil's advocate who surfaces alternative diagnoses, and an attending physician who writes the final summary.
  2. Clinical Trial Review — Protocol designer, safety reviewer, ethics board member, and a principal investigator who approves the final design.

Document RAG

  1. Clinical Guidelines Assistant — Upload clinical guidelines or protocols and ask the AI to answer case-specific questions with cited references.
  2. Lab Report Interpreter — Upload lab reports or scientific papers and ask the AI to explain findings in plain language or compare results across documents.
  3. Drug Interaction Reference — Upload pharmacological references and ask the AI to surface interaction warnings, dosage guidelines, or contraindications for a given case.

Email

  1. Patient or Referral Correspondence — Import incoming emails, draft replies grounded in your uploaded guidelines or case notes, and send after review.

Creative & Editorial

Councils

  1. Manuscript Review — Developmental editor for big-picture structure, copy editor for line-level polish, sensitivity reader, and an author-facing feedback synthesizer.
  2. Screenplay Punch-Up — Dialogue writer, plot hole checker, tone guardian, and a showrunner who merges all notes into a revision brief.
  3. Grant Proposal Review — Scientific merit reviewer, feasibility reviewer, impact reviewer, and a program officer who scores the proposal.

Document RAG

  1. Style Guide Enforcer — Upload your brand or editorial style guide and ask the AI to review drafts for consistency against your rules.
  2. Research-Backed Writing — Upload your source material and ask the AI to draft sections of an article, report, or essay grounded in your documents.

Email

  1. Editorial Correspondence — Import feedback or revision request emails, draft replies grounded in your manuscript or style guide, and send after review.
  2. Grant Communication — Draft replies to funder or reviewer emails grounded in your uploaded proposal documents.

Personal Productivity

Councils

  1. Life Decision Advisor — A pragmatist, an optimist, a devil's advocate, and a synthesis coach who helps you weigh a major personal decision.
  2. Career Planning Council — A skills assessor, an industry analyst, a hiring manager persona, and a career coach who produces a concrete action plan.

Document RAG

  1. Personal Knowledge Base — Upload your notes, highlights, and saved articles and ask the AI to retrieve and connect ideas across everything you have saved.
  2. Travel Document Assistant — Upload visa requirements, itineraries, and booking confirmations and ask the AI to answer logistical questions or flag missing items.
  3. Resume and Job Match — Upload your resume and a job description and ask the AI to identify gaps, suggest edits, and highlight matching skills.

Web Search

  1. Live Research — Search the web mid-conversation and save useful URLs directly into your knowledge base as documents.

Email

  1. Job Application Replies — Import recruiter or hiring manager emails, draft tailored replies grounded in your uploaded resume or cover letter, and send after review.
  2. Personal Inbox Management — Import unread emails, draft replies with a chosen persona, and send after review — all without leaving the app.