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Advisor Prep Hero vs Cursor (for non-code writing).

Cursor is, by a wide margin, the best AI tool for writing code. Some people try to use it for everything else too: client memos, engagement letters, weekly reviews, planning docs. It mostly works, but it's a code editor with prose support, not a professional workspace with code support. Advisor Prep Hero is the inverse: a writing-and-planning tool with profession-specific practice packs and a Markdown-first archive built in. If you ship code and write strategic docs, you probably want both. If you only ship code, just use Cursor.

The honest answer up front

If you're a developer using Cursor for code and looking at it for the rest of your professional workflow, the question is whether the marginal benefit of a separate writing tool is worth the friction of switching. For attorneys, CPAs, and consultants who do meaningful strategic writing (client memos, engagement letters, matter strategy, weekly reviews), the answer is yes. For developers whose "writing" is mostly README files and inline docs, the answer is probably no, just stay in Cursor.

The TL;DR table

FeatureCursorAdvisor Prep Hero
Primary purposeAI-assisted code editingAI-assisted professional writing
File typesAny text; optimized for codeMarkdown / docs / aichat / workflow
Pricing$20/mo Pro, free tier limited$948/yr (Professional) + your AI provider's API
BYOKPro tier supports BYOKYes, all 3 providers
Where data livesLocal files (your codebase)Local files (your workspace folder)
Profession-specific practice packsNo15 specific packs
Markdown-friendly editorYes (it's a text editor)Yes (CodeMirror with Markdown extensions)
Wiki-links + backlinksNoNo
Document workflows (DOCX, XLSX)NoRead/write .docx, .xlsx, .pptx, .pdf
Code completion / inline editsIndustry-leadingNo (not a code editor)
AI chat in sidebarYesYes
Image attachments in chatYesPaste, drag, paperclip per provider
PDF chat with native visionLimitedDrop in, Claude reads it natively
PDFs in workspace searchNo (codebase only)Toggle in Memory settings
Read aloud (TTS), localNoLocal Piper sidecar
Plugin / extension modelVS Code extension APINo plugin ecosystem
UI languagesVS Code localesEnglish, Espanol, Deutsch
Audio recording + waveformNoYes
Whiteboard / canvasNoNo

Where Advisor Prep Hero wins (for non-code writing)

1. Profession-specific practice packs with structured AI interviews

Cursor lets you chat with AI about a file. Advisor Prep Hero lets you run a Client Intake pack that walks you through the key questions, asks the right things in the right order, and produces a finished intake document. The structured interview saves the "what should I write next" decision overhead.

2. Document file types beyond Markdown

If your professional workflow includes editing a Word doc your client sent, working in an Excel financial model, or annotating a PDF contract, Advisor Prep Hero handles all of these natively. Cursor handles them as text only (and not particularly well for binary formats).

3. Matter-scoped cited recall

Cursor's "linked files" concept is for code dependencies. Advisor Prep Hero's matter-scoped recall lets you ask a question and get cited answers drawn from across your documents and email in that matter. For an archive of client interviews, matter docs, and engagement letters, that cross-document intelligence matters.

4. Audio recording + transcription

Professionals record client calls and meetings. Advisor Prep Hero has a waveform editor with transcription. Cursor doesn't.

5. The "professional document" mental model UI

Cursor's sidebar, file tree, and tab UX are tuned for code. Advisor Prep Hero's are tuned for professional docs (status bar shows word count not line count; tabs group by topic; file tree colored by document type).

Where Cursor wins (for code)

1. Code completion at the cursor

Cursor's inline completion is the best on the market. Advisor Prep Hero has nothing equivalent and shouldn't try.

2. Multi-file code editing with AI

Cursor's "Composer" and agent mode that edits across files in your repo is genuinely useful for shipping code. Advisor Prep Hero's AI works file-by-file and isn't tuned for codebase-wide refactoring.

3. Codebase-aware context

Cursor indexes your codebase semantically and pulls relevant code into the AI's context automatically. Advisor Prep Hero has full-text search across documents but doesn't claim to be a code intelligence tool.

4. Polish for developer workflows

Git integration, terminal, debugger, language server protocol, syntax highlighting for hundreds of languages. Cursor inherits all this from VS Code. Advisor Prep Hero has clean Markdown editing and that's it.

Should you use both?

For a professional who also writes code, yes. The split:

Both tools support BYOK with the same Anthropic / OpenAI / Google keys, so the API cost is shared across the two tools. Both keep data on your machine. They don't overlap; they live in different parts of your workflow.

Pricing and data posture

Cursor ProAdvisor Prep Hero Professional + BYOK
Pricing$20/mo ($240/yr)$948/yr + typically $60-180/yr in AI provider API costs
Where your documents liveYour local codebase (files on disk)Your local workspace folder (files on disk)
Where your prompts goCursor's servers, then to the AI provider (or directly with BYOK on Pro)Direct from your machine to the AI provider. Advisor Prep Hero is not in the path.
BYOK availableYes, on Pro tierYes, all tiers
Vendor in the AI data pathCursor (unless you enable BYOK mode)No. With BYOK, prompts go machine to provider directly.

Many professionals end up running both. Cursor handles the codebase; Advisor Prep Hero handles client memos, matter strategy, engagement letters, and the rest of the professional writing workload. Both support BYOK with the same Anthropic, OpenAI, or Google keys. With BYOK enabled in both tools, neither puts a vendor between your content and the AI provider.

Download free for 30 days, no credit card. Solo $468/yr, Professional $948/yr, Firm $1,548/seat/yr (min 3 seats). Documents and API key stay on your machine.

Download free for 30 days

Founding offer: 30% off any plan, locked for the life of your subscription. Reserve the founding rate while it lasts.

Built for your field: attorneys and consultants. See all: advisorprephero.com for attorneys, tax pros, and consultants.