Use cases

Research synthesis

Ask questions that span dozens of papers and articles at once, every claim cited.

Studying & exam prep

Turn lectures, slides, and notes into one base you can quiz yourself against.

Literature reviews

Surface themes, contradictions, and gaps across a whole corpus.

Grant & proposal writing

Keep past proposals and funder guidelines to assemble new applications fast.

Course & curriculum building

Assemble readings into a brain, then publish it for students.

Academic advising & tutoring

A brain per subject and student, grounded in the real curriculum.

Thesis & dissertation writing

Sources, drafts, and feedback in one brain through the whole project.

Lab notebook

Experiments, protocols, and results kept searchable and connected.

Policy & think-tank research

Reports and data connected for sourced policy analysis.

Urban planning research

Plans, studies, and data per area for grounded analysis.

Environmental & sustainability data

Reports and metrics in one brain to track and cite progress.

Lecture prep

Teachers assemble material and pull from it class to class.

Student feedback log

Track student work and feedback over a term, sourced to each piece.

Client & consulting work

A brain per client holds every doc, call, and report for instant, cited recall.

Meeting & call memory

Transcribed recordings become searchable: ask what was decided, get the moment.

Team knowledge base

Shared brains give a team one collective, cited memory.

Competitive intelligence

Track competitors over time and ask how their positioning has shifted.

Investor due diligence

A brain per deal: query the pitch, financials, and notes without re-reading.

Onboarding & internal docs

New hires ask a shared brain instead of pinging colleagues.

Board & committee work

Packets, bylaws, and minutes for governance answers with the source on hand.

Nonprofit program knowledge

Impact reports and donor notes as one institutional memory.

Procurement & vendor management

Contracts and SLAs answer 'what did we agree on?' without re-reading.

Conference & event takeaways

Session notes, slides, and contacts survive past the week.

Market research reports

Reports and data in one brain to ask sized, sourced market questions.

M&A due diligence

Data-room documents queryable so nothing slips through diligence.

Fundraising data room

Founders keep pitch, metrics, and notes ready for any investor question.

Government & civic records

Public records and minutes in one brain for cited civic questions.

Agriculture & farm management

Field notes, weather, and yields you can query season to season.

Mentorship & advising notes

Notes per mentee so you pick up exactly where you left off.

Volunteer coordination

Schedules, roles, and docs in one brain a whole team can ask.

Crisis & response playbooks

Procedures and contacts answerable instantly when it counts.

Customer & user research

Find what users complain about across transcripts, surveys, and tickets.

Sales account memory

Every account's emails and calls in one place so reps walk in informed.

Brand & marketing knowledge

Guidelines, briefs, and performance notes keep messaging consistent.

Customer support knowledge base

Agents answer from real docs and past tickets, fast and consistent.

Personal CRM

Notes on every contact so you remember context before each conversation.

Legal & contract review

Ask across contracts and statutes; trace every clause to its document.

Compliance & policy lookup

Ask 'are we allowed to do X?' and get the exact clause.

Personal finance research

Statements and notes on investments to ask informed questions.

Insurance & warranty tracking

Policies and receipts so 'is this covered?' has a cited answer.

Patent research & prior art

Search filings and technical docs to map prior art with citations.

Tax preparation & records

Statements, receipts, and rules in one place when filing season hits.

HR & employee handbook

Staff ask the handbook directly and get the policy with its source.

Estate planning documents

Wills, deeds, and family records private and queryable when needed.

Memory layer for AI tools

Plug your brain into Claude, ChatGPT, and Cursor via MCP for grounded answers.

Product & engineering knowledge

Specs, RFCs, and postmortems answer 'how did we solve this last time?'

Open-source & API docs

Ingest docs and changelogs to ask how a function behaves, in flow.

Architecture decision records

Capture ADRs so the team can ask why a choice was made.

Code review & repo docs

Repo docs and PR history answer how a system actually works.

Cybersecurity threat intel

Advisories and reports in one brain to ask about emerging threats.

Supply chain documentation

Contracts, specs, and logistics docs answerable in one place.

Manufacturing process docs

SOPs and process records searchable on the floor.

QA & testing docs

Test plans and results connected so coverage questions have answers.

Content creation

Mine your archive of research and transcripts for ideas, quotes, and angles.

Public, citable brains

Publish a curated brain as a public, SEO-indexed resource.

Journalism & investigations

Documents, interviews, and records with claims traced to sources.

Screenwriting & worldbuilding

Character bios and lore kept consistent and queryable.

Speech & presentation prep

Pull stats and quotes from past talks to build new material.

Art & design inspiration

An inspiration library you can actually search by idea, not just scroll.

Photography portfolio

Shots and metadata organized and queryable by shoot, gear, or place.

Film & media criticism

Notes and reviews connected so your takes build on each other.

Architecture & blueprints

Drawings, specs, and references organized and searchable per project.

Interior design boards

Products, quotes, and inspiration per project, askable at a glance.

Recipe development

Chefs iterate and track recipe versions in one connected brain.

Commonplace book

Capture quotes and ideas into a brain you can revisit and connect.

Memoir & life-story writing

Memories, photos, and interviews woven into a brain you write from.

Personal knowledge management

End 'I saved this somewhere' — capture everywhere, actually find it later.

Migrating an existing vault

Import an Obsidian vault or PDF folder and make years of notes conversational.

Travel planning

Collect guides and saved spots, then ask for an itinerary you actually researched.

Reading & book notes

Highlights persist on revisit; resurface the ideas that stuck.

Journaling & reflection

Ask a private brain of entries to see patterns over months.

Real estate research

Listings, inspections, and data per property for sourced comparisons.

Job search & networking

Job descriptions, company research, and contact notes to tailor and recall.

Wedding & event planning

Vendor quotes and contracts in one brain: 'which caterer was under budget?'

Home renovation & DIY

Bids, manuals, and how-tos per project to answer questions mid-build.

Gift & shopping research

Save options and reviews, then ask which fits the budget and occasion.

Health & medical records

Keep labs, notes, and articles private to ask informed questions over time.

Therapy & coaching notes

Private session notes per client for sourced history and progress.

Clinical & medical literature

Clinicians query guidelines and studies grounded in the evidence base.

Meal planning & nutrition

Recipes and nutrition notes to plan meals grounded in your own data.

Fitness & training log

Workouts and plans you can query for trends and what worked.

Clinical trial documentation

Protocols and findings organized and queryable across a trial.

Drug safety & pharmacovigilance

Safety reports connected for sourced signal questions.

Veterinary practice records

Patient records per animal for fast, sourced clinical recall.

Recipe & cooking archive

Save recipes from anywhere and ask what to make with what you have.

Genealogy & family history

Documents, photos, and oral histories you can query across generations.

Podcast & video learning

Transcribed episodes and talks become searchable by what was said.

Hobby deep-dives

Turn scattered guides and forums into one askable reference.

Language learning

Vocab, articles, and transcripts in your target language to quiz and study.

Pet & animal care

Vet records and breed guides per animal to answer care questions.

Garden & plant log

Planting dates and observations: 'when did I last fertilize the tomatoes?'

Music practice & theory

Lesson recordings and theory references to recall technique.

Sports analytics & scouting

Stats and scouting notes in one brain for sourced comparisons.

Coaching playbooks

Drills, plays, and game notes a staff can search and reuse.

Scripture & religious study

Texts and commentary connected so you can study by theme.

Philosophy & big ideas

Collect arguments and quotes into a brain you can think with.

Fandom & fan wikis

Lore and canon kept consistent and instantly searchable.

Trivia & quiz prep

Build a brain of facts and drill yourself from your own material.

Debate & argument prep

Evidence and rebuttals organized so you can pull the right point fast.

Tasting notes

Wine, coffee, or whiskey notes you can search by flavor and favorite.