Roadmap — Mingo Beta

Done

Phase 1 — Alpha Version

Development and deployment of the functional prototype with all core features validated.

Smart routing

Automatic category detection across 7 types: code, creative, research, reasoning, simple, conversation, multimodal.

40+ frontier models

Integration of Claude, GPT, Gemini, DeepSeek, Grok, Mistral, Llama, Kimi, Qwen and more via the Mammouth API.

User feedback

Rating responses from 1 to 5 directly in the chat to refine routing relevance.

Full feature testing

Manual validation of all capabilities: image generation, data analysis, web search, Markdown code rendering.

Error handling

Robust handling of edge cases: timeout, exceeded quota, unavailable model — with automatic fallback.

Bug fixes

Resolution of identified bugs in routing, conversations and image rendering.

In progress

Phase 2 — Beta Test

Opening to a beta testing group. Setting up the business foundations and complete user experience.

Credits system

Per-user credit counter with top-up. Premium models consume more credits than economy models.

Free, Basic & Premium plans

Implementation of 3 subscription tiers with differentiated access to models and advanced features.

Authentication

Secure login via email and Google with conversation history persistence across sessions.

User onboarding

Guided onboarding for new users: discover routing, choose a plan, send first message.

Workspace & team features

Testing collaborative features: shared workspaces, member management and team conversation history.

Planned

Phase 3 — Public Launch

Opening to the general public, Product Hunt visibility and continuous improvement of the core product.

Product Hunt Launch

Official launch on Product Hunt with a communication campaign to maximize visibility and early users.

Routing improvements

Rework of scoring logic, new categories and better detection accuracy based on beta data.

New model integrations

Continuous monitoring and fast integration of new frontier models as they become available on Mammouth.

Learning-based routing

The system learns from your conversations: top-rated models are favored for similar future requests.

Long term

Phase 4 — Maturation

Extending Mingo to new surfaces and opening the platform to developers.

Mobile app

iOS and Android app (React Native) with history sync, notifications and offline access.

Public API

Programmatic access to Mingo routing so developers can integrate smart routing into their own apps.