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Machine Learning & AI / Case Study
Rapid MVP Production Launch via Multi-Agent Claude Orchestration
To expand its digital reach and provide UK small-to-medium enterprises with real-time news, insights, and resources, SME Today prioritised launching a dedicated mobile news-reader application. Traditional agency development timelines of 3 to 4 months presented a significant barrier to rapid market validation and timely reader engagement.
To drastically accelerate time-to-market, the delivery team deployed Daemon's proprietary AI Augmented Engineering harness, powered by Anthropic Claude models via Fable 5. By using Claude Opus as a contextual orchestrator to delegate targeted tickets to Sonnet, Haiku, and Opus, the team built, refined, and submitted feature-complete iOS and Android applications to their respective app stores in approximately two weeks.
The scope was deliberately ambitious for an MVP. Alongside the core reading experience, it included a bespoke, ad-server-free advertising engine - a first-class commercial capability giving SME Today a fully owned monetisation channel from day one. The workflow's agility meant this full scope, together with device compatibility fixes and privacy compliance, was delivered without moving the launch date. The client reviewed the application with extremely positive feedback.
The Challenge
- Industry Time-to-Market Constraints: Standard custom mobile development lifecycle expectations (3 to 4 months) created prohibitive time and cost overhead for a rapid MVP launch.
- Ambitious Commercial Scope: The MVP demanded more than a news reader. It required a bespoke, ad-server-free advertising engine and privacy compliance sign-offs within the same delivery window - capabilities that would typically add weeks to a traditional build - while remaining fully responsive to live client feedback throughout.
- Cross-Platform Layout and Device Compatibility: Ensuring seamless, accessible performance across varied phone and tablet viewports (including Android availability fixes) using a single codebase linked to an existing public WordPress REST API.
The Anthropic Solution - Bounded, Agentic Engineering Harness
Rather than relying on inline code auto-completion, the team embedded Anthropic models within Daemon's AI Augmented Engineering harness running on a planned and orchestrated Fable 5 led delivery approach:
- Context-Aware Task Orchestration: Engineers leveraged Claude Opus as a primary orchestrator via Fable 5, dynamically breaking down delivery tickets and routing tasks to Opus, Sonnet, or Haiku based on the specific architectural complexity of each ask.
- Rapid Multi-Platform Execution: Combining Claude Code and the Claude CLI with React Native (NativeWind/Gluestack), the agentic workflow rapidly generated UI components, offline caching mechanisms, and screen-reader accessibility layers direct to GitHub.
- Agile Human-in-the-Loop Feedback Loop: Senior engineers continuously reviewed and integrated AI-generated blocks, enabling the team to refine core scope items - such as the bespoke in-app advertising engine - in direct response to client input, and to draft compliance documentation ready for expert review, all without breaking the existing application state.
Key Business Value Created
- Unprecedented Speed and Scope Agility: Compressed a traditional 12-to-16-week timeline into roughly 2 weeks (~85% reduction in time-to-market), delivering the full commercial scope - reader and advertising engine - while absorbing live feedback on compliance and device compatibility with zero timeline slippage.
- Production-Ready, Commercially Complete MVP: Delivered a fully feature-complete app to the Apple App Store and Google Play Store featuring infinite-scroll feeds, featured carousels, distraction-free reading, offline saving, accessible styling, and a fully integrated in-app advertising engine.
- Owned Monetisation From Day One: The bespoke, ad-server-free advertising engine eliminates third-party ad-server dependencies and fees, giving SME Today full control of inventory, placement, and revenue from the moment of launch.
- Efficient Architectural Footprint: Leveraged a single-codebase React Native setup and direct WordPress API integration, eliminating custom backend overhead and maximising capital efficiency through lean, AI-augmented engineering.
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