Using Dori
Not a replacement. An upgrade. How Dori gives the AI model you already use the one thing it's missing — memory that persists.
You already have an AI model you reach for first — Claude, ChatGPT, Gemini, or Codex. Dori doesn’t compete with them. It gives them the one thing every chat model is missing: memory that actually persists, and follows you wherever you go, see Choose your AI provider.
Why Dori + Your Existing AI is Different
| AI Alone (ChatGPT / Claude / Gemini) | AI + Dori | |
|---|---|---|
| Coexistence | Isolated vendor silos with resetting memory | The persistent memory layer under all your models |
| Token Efficiency | Dumps raw files into chat, wasting thousands of tokens | Local engine searches & parses on Mac (0 API tokens) |
| Pricing | Subscription per app, plus separate API keys | Use existing CLI subscriptions ($0 extra API cost) |
| Data Ownership | Vendor cloud databases, no real export | Plain Markdown files on your computer you own forever |
| Capture Channels | Web chat box drag-and-drop only | Voice notes, WhatsApp, folder watching, desktop files |
Engineered for Low Token Consumption
Unlike cloud AI tools that re-upload your entire project history to the LLM on every message, Dori’s local Mac background engine handles file indexing, change detection, speech-to-text transcription, and SQLite full-text search locally at 0 API token cost.
Dori only sends small, targeted snippets to your AI provider when generating a final document or synthesis — keeping your API bills minimal and making CLI pass-through blazing fast.
Who this is actually for
If your work is complex, your context is scattered across ten tools, and you’re spending real time just filing — this is built for you specifically:
- Founders running a company inside their head — the investor call, the product decision made on a walk, the open thread with a co-founder — scattered across notes, WhatsApp, and memory until now.
- Business leaders walking into ten meetings a week who want to walk in ready, with everything said last time already in hand.
- Consultants & advisors holding a dozen clients’ worth of context at once, each one needing to stay cleanly separate.
Everyday Capture & Memory
The core daily workflows for capturing conversations, local files, and mobile voice notes without manual filing.
- Never walk into a meeting cold again — walk in with context, and never manually file a follow-up again.
- Stop re-uploading files to your AI — work out of your desktop folders without re-uploading files into chat boxes.
- Never lose a decision or commitment — turn voice notes and WhatsApp messages into a searchable record of commitments.
- Capture it before you lose it — capture voice memos, send notes, and query your vault memory on the go.
- Capture on the go with WhatsApp — send voice notes and text decisions directly from WhatsApp with strict local privacy boundaries.
- An hour of video in ten minutes — turn long video links and audio recordings into searchable chapter summaries and notes.
- Travel expenses without a spreadsheet — collect receipts on the go and let Dori assemble the reimbursement, scoped to the right account.
Client & Executive Management
Workflows tailored to consultants, founders, and business leaders running client relationships and board communications.
- Client relationships without a CRM — track prospects, deals, and accounts without manual CRM data entry.
- Keep every client’s context separate — hold a dozen clients’ worth of context without notes or AI memory bleeding together.
- Prep an investor update fast — roll up project milestones and decisions across your accounts into a polished draft.
Producing Work & Knowledge Synthesis
Turning accumulated vault history, research notes, and past decisions into proposals, briefs, and polished deliverables.
- Everything you can draft with Dori — catalog of proposals, briefs, board updates, and HyperFrames slide decks Dori drafts from vault memory.
- Never write your bio from scratch again — import your LinkedIn profile and CV to generate tailored executive bios, speaker intros, and updated resumes.
- Get a second opinion before you hit send — run high-stakes emails, pitches, and strategy docs past advisor personas.
- Draft anything Dori already knows — turn meeting notes and project decisions straight into proposals and briefs.
- Stop losing research in your bookmarks — transform saved articles, links, and PDFs into structured takeaways in your vault.
- One brief from months of interviews — synthesize interview transcripts and PDFs into a sourced research brief.
Safety, Control & Extensibility
Understanding Dori’s local security boundaries, audit transparency, offline execution, and tool extensions.
- See exactly what Dori did and why — complete transparency with an immutable audit trail and human-in-the-loop approvals.
- Work 100% offline with zero data lock-in — search past notes, browse project context, and own your files as plain Markdown on your Mac.
- Connect external tools to Dori — connect Firecrawl, custom HTTP servers, and local CLI tools to Dori.
If there’s a specific workflow you keep doing by hand that you’d want walked through, let us know!