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Case study

From blank canvas to shipped product

Roughly 50 milestones across 6 implementation waves — scoped, architected and delivered iteratively, the same way client engagements run.

  1. 1
    Phase 1 — Foundations

    Auth (email + Google), threads, streaming chat across 8 models, markdown, branching, slash commands, public share links.

  2. 2
    Phase 2 — Multimodal

    Drag-and-drop attachments, PDF & image OCR with confidence, voice in (Whisper) and out (TTS), DuckDuckGo web search.

  3. 3
    Phase 3 — Knowledge & Search

    Folders, ⌘K global full-text search with ranked snippets, citation hover-previews, usage dashboard with CSV/PDF export.

  4. 4
    Phase 4 — OCR studio

    Dedicated OCR lab: multi-pass language merging, per-line confidence highlighting, inline editor, history, diff view, retention.

  5. 5
    Phase 5 — Power tools

    Projects with knowledge files, artifacts/canvas, model compare arena, scheduled prompts (cron), API keys, feedback loop.

  6. 6
    Phase 6 — Brand & polish

    DeshiGPT brand system, SEO metadata, JSON-LD, OpenGraph, marketing pages.