Market & search signals
Monitor demand, competitors and content gaps, then turn the useful signals into an ordered research and publishing backlog.
I build practical agents and workflows for research, publishing, website operations, reporting and lead handling, with human review built in.

Selected teams I have worked with









The goal is to remove a specific bottleneck and make the result measurable.
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Define the trigger, inputs, decisions, tools, exceptions and the outcome the workflow must improve.
Automate the dependable steps, add agentic judgement only where it helps and keep consequential actions reviewable.
Track quality, time saved, failures and escalation rate, then refine or retire the workflow based on evidence.
I will help you decide what should be automated, where an agent helps and where a person should stay in control.
Straight answers about where agents help and where they do not.
Good candidates have a clear input, repeatable decisions and an observable output: monitoring search demand, preparing research, enriching leads, checking pages, routing requests, producing reports or moving approved content through a publishing workflow.
Traditional automation follows fixed rules. An agent can interpret context and choose between permitted actions. I use the simplest reliable approach for each step. Many useful systems combine dependable automation with a small agentic layer rather than making everything autonomous.
Each workflow has boundaries, structured inputs, logged outputs and explicit human checkpoints for consequential actions. I test against representative examples and track failure cases instead of treating a successful demo as proof of production readiness.
Usually not. The most useful work connects the systems the team already uses. That can include a Webflow or Astro website, an Expo app, HubSpot, PostHog, ClickUp, Slack, Resend and internal data. APIs and MCP servers can connect the context and actions, while clear permissions keep consequential steps under human control.
I work across product marketing and engineering, turning ideas into useful digital products and improving how they perform after launch.

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Need a website or app built, improved, managed or automated? Tell me what is getting in the way and I'll get back the same working day.
I review every enquiry myself. You will get useful questions or a clear next step, not an automated sales sequence.