AI tool comparison
Project Parliament vs Stet
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
Productivity
Project Parliament
Seven AI models debate and converge on your best open source idea
75%
Panel ship
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Community
Free
Entry
Project Parliament is a FastAPI + vanilla JS web app that runs a structured 7-step deliberation workflow to help developers find open-source project ideas matching their skills and goals. Multiple AI models (via OpenRouter: GPT, Gemini, Claude, Grok, Qwen) independently propose ideas, then specialized agents critique market viability, assess builder fit, evaluate open-source sustainability, and synthesize a final recommendation with a backup. A 'Performance Review' step scores each model's contribution. Input your background and constraints; get back a grounded project proposal with actionable first steps. Session history stored locally in JSON.
Productivity
Stet
Open-source macOS dictation that sounds like you, not a corporate AI
75%
Panel ship
—
Community
Free
Entry
Stet is a minimalist, open-source macOS voice input app that transcribes speech and cleans it up without stripping away your natural voice. Named for the editorial term "let it stand," it's built on the principle that AI transcription should preserve your phrasing — not homogenize it into corporate-speak. The app listens locally, then optionally passes transcripts through an AI cleanup layer (OpenAI or Groq) to fix filler words and false starts. You can bring your own API key for completely free usage, or pay $6.99/month for the hosted cloud version. A Supabase backend enforces zero data retention, so nothing is stored after processing. Stet is the work of a single indie developer who noticed that every dictation tool on the market either sounds robotic or aggressively rewrites your words. At 66 Product Hunt upvotes on launch day (April 22, 2026), it's a quiet success that fills a real gap for writers, developers, and anyone who types a lot and is tired of Dragon-era dictation software.
Reviewer scorecard
“The seven-step structure is the product here, not the code. Having a dedicated 'Market Skeptic' and 'Builder Fit Judge' agent in the pipeline catches the two most common ways indie projects fail before you start. The model performance scoring is a clever meta-feature that actually helps you pick the right model for each step going forward.”
“Open-source, BYOK, and local-first listening? This is how voice input should work. The Groq integration makes transcription near-instant. I've been using it for commit messages and code comments — genuinely faster than typing for longer explanations.”
“Parliament suffers from the fundamental problem of all AI ideation tools: the models converge on plausible-sounding but generic ideas that have been tried a hundred times. 'A CLI for X' or 'a SaaS wrapper around Y' will dominate every output regardless of your unique background. Self-knowledge and market research beat any multi-model pipeline for finding good ideas.”
“Apple's built-in dictation has gotten surprisingly good, and it's free with no BYOK setup. The 'preserves your voice' pitch is compelling but subjective — I'd want a side-by-side blind test. Solo indie developer + $7/mo hosted tier raises long-term sustainability questions.”
“The 'parliament' pattern — expand, consolidate, debate, converge — is a generalizable workflow architecture, not just for project ideas. Watch for this deliberation structure to appear in legal research, medical diagnosis, and policy analysis tools. This indie project is a clear proof-of-concept for how multi-model systems should be structured.”
“We're entering an era where voice is the primary interface for AI-assisted work. Tools that get the human-voice preservation problem right now will have a head start when voice input becomes default. Stet's philosophy is the right one.”
“As someone who gets paralyzed by too many project ideas, having an opinionated pipeline force a winner is genuinely useful. The 'primary + backup recommendation with actionable steps' output format is well-designed for actually starting something. Setup requires your own API keys which is a friction point, but the local-first approach means your ideas stay private.”
“As a writer, dictation tools that rewrite me drive me insane. Stet is the first one that feels like a scribe rather than an editor. The zero-retention policy means I can dictate client-sensitive notes without anxiety. This is the one.”
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