Council vs Praktika

The capabilities don't overlap at all. Praktika is a conversational practice engine: named AI tutors (Tama, Raven, Skye, Noah) hold live voice or text conversations on any topic, correct pronunciation, grammar, and word choice in real time, restate your sentence correctly and slot in new vocabulary, and remember your mistakes across sessions via cross-session context. A feedback dial switches between soft, balanced, and strict; a personal plan adapts to your goals and pace; the interface can run in your native language so beginners aren't locked out. It also ships grammar, vocabulary, listening, and reading exercises, and its explicit weakness is corporate deployment — no documented API, no LMS integration, no desktop.

Council is the inverse: a reasoning-audit tool. It runs one question through up to twelve backends (Claude, GPT, Gemini, DeepSeek, Grok, Mistral, Perplexity, OpenRouter, Ollama, Apple Intelligence, plus two custom OpenAI-compatible endpoints), has each advisor answer independently, then critique the others blind. It outputs a 0–100 divergence score showing how far apart the council landed, how many camps formed, and who the outlier is, with a dissent spotlight, an optional one-rebuttal debate round, a neutral chair that writes the synthesis instead of answering, selective deliberation, a guest seat for pasted answers, Devil's Advocate, vision, document attachment, and a local decision journal. It is macOS-only and explicitly not a single-assistant everyday tool.

The two pricing models don't share a unit of comparison. Praktika is freemium: there's a free tier with conversation practice, and paid subscription tiers for the full experience — its own recent content frames the pitch as traveler-budget pricing against rival language apps, so expect a small monthly subscription rather than a per-use charge. The relevant cost decision for a buyer is free tier versus subscription, and the subscription is the product: unlimited low-stakes speaking reps are what you're paying for.

Council's app is free. Your actual spend is elsewhere: the LLM API keys behind Claude, GPT, Gemini, DeepSeek, Grok, Mistral, Perplexity, and OpenRouter, or the electricity and hardware for local Ollama, llama.cpp, LM Studio, or vLLM endpoints. That inverts the usual logic — the heavier your usage, the more the "free" app costs you, and the only way to zero out the bill is running local models. Council also requires no account or telemetry, which matters to privacy-conscious buyers but doesn't change the math. If you already pay for multiple LLM subscriptions, Council adds structure at no license cost; if you don't, it's a new recurring line item. Praktika, by contrast, is one predictable subscription on your phone.