AI Workflow Rescue
A workflow keeps breaking. Records are duplicated. AI output needs constant correction. I trace the problem, define the repair and test it against agreed examples.
Discuss a workflowRiccardo Rigamonti / AI implementation
Practical AI.
Useful software.
I build and improve the systems behind everyday business work: AI workflows, research pipelines, integrations and custom web apps.
Explore the workBased in Scotland. Founder of Raga Marketing.
Inside the work01 / 09
WorkflowsAn editorial system with a human at the centre.
Illustrative workflow, not a client screenshot.
Some of the best work happens behind the scenes. Much of my work is delivered through agency partnerships or within product teams. Client projects are anonymised here; each case explains my contribution and what was delivered.
Client work · Shared products · Independent buildsWhere I can help
Make the work
flow better.
For agencies and small business teams with a process to improve, tools to connect or an idea ready to build.
Workflows & custom tools
Connect your tools, automate a repetitive process or build a web app around the way your team works. From the first useful version to testing and handover.
Discuss a buildAI search & technical SEO
Technical audits, content structure and research to help people discover and understand your business through traditional search and AI answers.
Discuss searchA closer look
Selected projects
From scattered source material to an editorial workflow.
Research, drafting, review and publishing brought into one working environment, with an editor in control.
Agency partnershipRead the case
Recovering interview data and repairing the workflow around it.
Transcript recovery, API troubleshooting and structured research outputs, alongside AI-agent development and testing.
Consulting engagementRead the case
Connecting prospect research to a sponsorship pipeline.
Athlete and company profiles, matching rationale and outreach preparation inside a purpose-built CRM.
Agency partnershipRead the case
Joining storefronts, catalogues and affiliate operations.
Development across participant storefronts, merchant administration and the systems behind product attribution.
Product-team contributionRead the case
Independent thinking. Hands-on building.
Marketing perspective.
Practical implementation.
You work directly with me. I connect the business problem to the software, data and workflows needed to solve it.
My work spans agency partnerships, product teams and independent builds. The case studies explain my contribution and the stage each project has reached.
Explore Raga Marketing ↗
How I work
Understand it.
Build it. Check it.
You work directly with me. I bring a marketing perspective to the technical work, starting with what your team needs to get done.
Define the useful outcome
Understand the process, the people using it and the output they need. Agree a focused scope before building.
Build around the real work
Use representative inputs and connect to the tools you already use. Keep the first version focused enough to test.
Verify and hand over
Check the expected output and failure cases. Document what works, what still needs attention and how to run it.
Tools & writing
A closer look at the thinking.
Interactive example / synthetic data
A useful workflow starts with useful data.
A small illustration: four incoming lead records, one duplicate and one invalid email. Run the check to see what moves forward and what needs review.
This is a browser-based validation example, not an AI model or a client result. No data is sent or stored.
| Record | Status | |
|---|---|---|
| Alex | alex@example.com | Pending |
| Sam | sam@example.com | Pending |
| Alex | alex@example.com | Pending |
| Jo | jo.example.com | Pending |
4 records awaiting validation.
Founder / services
Raga Marketing
The business through which I help teams apply AI to their work. Explore agents, integrations and automation services.
Explore AI services
Writing / AI search
The New Rules of SEO
A guide to how AI is changing search, and what that means for the way businesses organise and publish their content.
Explore the guide