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AI agents and product development
In practice Services and tools built with AI agents; every change is checked before release. Agents for marketing and sales teams too. Generative AI since 2021 (Frase AI Writer beta, Jarvis/Jasper), OpenAI API since 2022 (Codex beta, GPT-4 API in 2023).
Methods and tools steering agents, automated checks, MCP integrations, agents for teams UX and product design
In practice User journeys, interfaces and content structure, based on what users look for and do. Changes tested with A/B tests and usability findings.
Methods and tools user journeys, interfaces and content structure, A/B tests, usability findings SEO and search demand
In practice Search demand and buying intent show which pages and content to build or fix first.
Methods and tools search demand, content strategy, organic visibility, prioritisation Analytics and measurement
In practice Analytics turned into short findings the team can prioritise and track.
Methods and tools dashboards and reports, search data analysis, test result analysis Data, automation and local AI
In practice Tools and automations that collect and process data. Some run language models on a local machine, so private material never leaves it.
Methods and tools data collection and processing, local language models, document search, prototypes Working principles Facts first, then the fix. First, separate what we know from what we only assume.A small version first. First a small piece you can see working – then build on it.Agents do the work, a person decides. Agents write the code. Reko sets the goals and limits and checks the result.
AI and agents Claude Code, Codex, ChatGPT, Microsoft 365 Copilot, Copilot Studio, MCP, local LLMs
Marketing and analytics Google Search Console, Semrush, SE Ranking, Piwik PRO, STAT, Google Ads, Meta advertising, Airtable
Data and code (agent-written) Python, TypeScript, Rust, DuckDB, SQLite, Parquet, LanceDB Languages
Finnish native
English professional working proficiency