Just completed this product teardown for an AI-Native DevOps workspace. You can check it out here...Just completed this product teardown for an AI-Native DevOps workspace. You can check it out here...
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24-Hour AI Workflow Blueprint — From Business Problem to Practical AI Plan
I developed a practical workflow-review system designed to help small businesses identify where AI can genuinely save time — and, just as importantly, where human judgement should remain in control.
The process starts with a structured business questionnaire covering repetitive tasks, existing software, time-consuming processes, desired improvements and areas that should not be automated.
That information is then analysed to identify bottlenecks, quick wins and realistic opportunities for AI assistance. The resulting Blueprint provides prioritised recommendations, practical workflows, suggested tools and prompts, implementation steps, and clear human/AI boundaries.
I also built and tested the supporting intake and delivery workflow so the complete review can be produced within 24 hours of receiving the required information.
The objective isn't “AI everywhere”. It's less repetitive work, clearer processes and practical improvements that a business can actually use.
This workflow was developed and internally tested as part of a live 30-day commercial AI experiment. No invented client results or hypothetical savings are presented here.
AI Agent Developer work is most useful when context survives the handoff. On Tenderseal, I structured the flow around reading source material, asking focused questions, and drafting from that context. The product has supported 15+ European companies, while the workflow stays traceable back to the material. I build real integrations with approval points and read-back rather than hiding the hard step behind a chat box. Message me if a document workflow is losing context between people and systems.
DevStory is an AI-native product progress platform that transforms fragmented development activity into clear progress updates, feature history, onboarding context, and proof of work.
The platform connects with engineering, task management, documentation, and communication tools to generate sprint summaries, project status reports, changelogs, and other actionable insights.
I designed and developed the product end to end, including its architecture, responsive interface, backend services, AI-powered data processing, third-party integrations, authentication, subscriptions, analytics, and deployment.