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Case studies

Full builds,
not screenshots.

Five working systems, each proving a different piece of the same approach — deterministic execution, AI judgment only where it earns its keep, and a human sign-off on anything that leaves the building. Two are portfolio demos built to show what's possible; three are internal systems running this business's own operations today. Every page below is explicit about what's real, what's mocked, and what actually went wrong along the way.

Custom Python · WAT frameworkVerified — mock data

Agentic AI Operations OS

Intake, classification, knowledge-base retrieval, record lookup, task creation, drafted responses, and a human approval gate — for a business fielding fragmented, high-volume support requests across channels.

n8n · visual automationVerified — mock data

Coach/Consultant Lead Intake

The same operating philosophy, built in a no-code visual canvas instead of custom code — for teams who need to open the workflow themselves and change a rule without filing a dev ticket.

Python · self-healing opsVerified live

Self-Healing Automation Monitoring

Three scheduled automations had silently never been switched on — no crash, no error, just silence. A twice-daily audit now catches a missing schedule, a dead process, or a run that produced nothing, fixes what's mechanical, and escalates what needs a human.

Python · Gmail + TelegramVerified live

Human-in-the-Loop Email Automation

An AI drafts, a person approves or edits over a chat message, and only deterministic code — never the model — decides whether anything actually sends. Two real bugs were caught and fixed during live testing; both are documented on this page, not hidden.

Python · Sheets + SlackVerified live

Automated KPI Reporting

A live small business gets an accurate morning KPI snapshot with zero AI in the calculation path. Metrics it can't compute are reported as missing, never estimated — no hallucinated numbers reach a real business decision.

Which of these is closest to your own bottleneck?

Happy to talk through what the equivalent system would look like for your business.