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Conway Review

Conway is an AI tool that learns from user interactions, filtering out unsafe or low-quality responses to improve its model over time.

shipped Aug 18, 2026videofreemium
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Conway — product screenshot

Why it matters

1Offers a freemium pricing model with a free tier available.
2Utilizes a local serving mechanism for real-time updates based on confirmed teaching.
3Features a proprietary self-learning AI model with text multimodality.
4Provides an API for developers, with usage pricing at £1.50 per 1,000,000 tokens.

About Conway

Business Model
Usage-Based (Pay Per Use)
Usage Pricing
£1.50 per 1,000,000 tokens per token
Platforms
Web, API
Target Audience
Individuals and developers looking for an interactive AI learning tool.

Pricing Plans

Free
Free
  • • Casual weekly use
  • • No card required
  • • Immediate confirmed teaching
Pro
  • • Increased weekly allowance
  • • Same answers as Free tier
Max
  • • Further increased weekly allowance
  • • Same answers as Free tier

Cost Examples

  • • Generate 1,000,000 tokens: £1.50
API DocsGitHubOpen Source

overview

What is Conway?

Conway is a self-learning AI tool developed by conw.ai that enables users and developers to build personalized conversational AI experiences. It learns from user interactions, filtering out unsafe or low-quality responses to improve its model over time, and offers real-time updates based on confirmed teaching. Conway & Co, the company behind conw.ai, also builds AI workforces for commerce brands and provides 'Conway Cloud,' an infrastructure platform for autonomous AI agents. This platform includes sandboxes, a multi-provider LLM API supporting models like GPT-5.2 and Claude Opus 4.6, DNS management, and x402 micropayments using USDC on Base. Conway Research is also developing the 'Automaton' project, an AI designed for self-replication and evolution without human intervention.

features

Key Features of Conway

Conway integrates several features designed to facilitate adaptive AI learning and deployment, catering to both individual users and developers. Its core functionality revolves around a dynamic learning loop and user-centric data management.

  • Immediate confirmed teaching for real-time model updates.
  • Local MLX inference for efficient processing.
  • Dynamic learning loop that continuously refines the AI model.
  • User ownership of lessons, ensuring data control.
  • Absence of advertisements and data selling practices.
  • Filters out unsafe or low-quality responses to maintain output quality.
  • Local serving mechanism for real-time updates based on confirmed teaching.
  • Proprietary self-learning AI models.
  • Text multimodality for conversational interactions.
  • API access for integration with external applications.

use cases

Who Should Use Conway?

Conway is designed for a diverse audience, from individuals seeking personalized AI interactions to developers building complex AI applications and commerce brands optimizing operations with AI workforces.

  • AI Enthusiasts & Personal AI Users: For self-learning and evolving AI through user interactions, building personalized conversational AI experiences.
  • Researchers & Students: For experimenting with adaptive AI, clarifying new words and concepts, and generating responses based on user-teaching.
  • Developers & AI Application Builders: For integrating AI models via API, building autonomous AI agents, and utilizing the Conway Cloud infrastructure.
  • Knowledge Workers & Productivity-focused Users: For real-time response improvement and personalized learning.
  • Commerce Brands: For building AI workforces to manage complex operational needs, over 1000 SKUs, and multi-channel operations.

how to use

How to Use Conway

To begin using Conway, users can access the web platform or integrate its capabilities via the API. The platform is designed for intuitive interaction and real-time learning.

  • 1Access the Conway platform via conw.ai.
  • 2Initiate conversations or provide teaching inputs to the AI.
  • 3Observe real-time updates and improvements based on confirmed teaching.
  • 4Utilize the API for integrating Conway's models into custom applications.
  • 5For developers, explore Conway Cloud for building and deploying autonomous AI agents.
  • 6For commerce brands, engage Conway & Co for AI strategy and implementation services.

pricing

Conway Pricing & Plans

Conway operates on a freemium model, offering a free tier for basic access and contact-based pricing for advanced tiers. Usage-based pricing is also applied for token consumption.

  • Free: Free access, includes core learning capabilities.
  • Pro: Contact sales for pricing, includes enhanced features and support.
  • Max: Contact sales for pricing, offers comprehensive solutions and enterprise-level support.
  • Usage Pricing: £1.50 per 1,000,000 tokens for API usage.

Pros

  • +Proprietary self-learning AI model improves over time with user interaction.
  • +Offers real-time updates based on confirmed teaching via a local serving mechanism.
  • +Ensures user ownership of lessons and operates without ads or data selling.
  • +Provides an API for developers, enabling integration into custom applications.
  • +Conway Cloud offers specialized infrastructure for autonomous AI agents, including x402 micropayments.
  • +Conway & Co provides integrated AI strategy, engineering, and training for commerce brands.

Cons

  • −Direct user reviews for Conway & Co's consulting services or Conway Cloud are not widely available.
  • −The 'Automaton' AI Agent project is still in early development and not yet able to sustain an agent economy.
  • −Some users of the 'Automaton' project have reported agents consuming credits quickly due to updates creating loops.
  • −Pricing for 'Pro' and 'Max' tiers requires direct contact, lacking transparency for immediate evaluation.

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