Build, repair and test the systems your business runs on.
Every engagement is scoped, built against your real data, tested end-to-end, and handed off with monitoring and documentation.
How a review or repair works
Start with the broken or critical journey, the actual stack and the release environment. Python, FastAPI, browser automation and integration work are supported by the project evidence; support for each Lovable, Bolt, Cursor or Replit app depends on its underlying code and hosting.
Agree the scope, provide authorized access to a test environment with synthetic accounts, then review or repair against named acceptance checks. Deliverables include reproduction steps, expected and actual behavior, changes where commissioned, retest evidence, remaining limits and handover notes. Do not send passwords or production secrets in an enquiry.
View a labeled synthetic report or request an app audit. The example demonstrates the report format; it is not a client result or a certification.
Frequently asked questions
Is pricing or a launch date fixed? Scope and access must be established before commercial terms are agreed.
Can you check a production app? Only within an explicitly agreed permission and data boundary; a test environment is preferred.
Does an audit include repairs? Repairs are a separate bounded scope unless expressly included.
Can this certify compliance or security? No. Specialist penetration testing and regulatory certification are outside these offers.
AI Customer Support Agents
Trained on your business — answers, qualifies, routes.
Voice and chat agents that handle inbound conversations, qualify intent, and either resolve the request or hand off to a human with full context.
Business Workflow Automation
n8n, Make, Zapier and GHL — wired into one operation.
Replace the cross-tool copy-paste with deterministic workflows. Lead capture, follow-ups, CRM updates, reporting — all on triggers instead of reminders.
Browser Automation & RPA
Selenium and Playwright for the things APIs forgot.
Python-based automations that log into portals, extract data, fill forms, and run scheduled jobs against systems that don't have a clean API.
Lead Generation Systems
Find → enrich → qualify → route, on autopilot.
End-to-end pipelines that source leads, enrich with AI, qualify against your ICP, and push the right ones into your CRM or to a closer.
AI Content Automation
Research → AI draft → review → publish.
Editorial pipelines combining research agents, draft generation, human review, and publishing — for blogs, social, newsletters, or internal knowledge bases.
Custom AI Tools
Internal tools shaped to how your team actually works.
Lightweight Python / FastAPI services and internal dashboards that wrap AI models with your data, business rules, and specific workflows.
AI Vibe Coding QA & App Audits
Find the failures a working demo can hide.
A scoped review of critical journeys, access rules, forms and integrations. Get reproducible findings, impact, untested areas and a prioritized repair plan. This is not penetration testing or certification.
AI App Rescue & Repair Sprints
Turn a broken prototype into a testable release.
Investigate a failing journey, agree bounded changes, implement the repair and retest the acceptance conditions. Stack support and access are confirmed before work; unlimited fixes and complete rewrites are outside the default scope.
Automated Regression & Release QA
Check the journeys that must keep working.
Focused browser and integration tests for agreed critical journeys, with pass, fail and blocked coverage. Browser, environment and retest scope are agreed first. Tests do not guarantee bug-free software.
Custom MCP Servers & AI Integrations
Connect business systems with clear permissions.
Scope authenticated tool actions, bounded inputs, useful errors and integration tests. Protocol, runtime and provider support are confirmed during discovery. MCP alone does not establish security.
Have a workflow that's burning hours every week?
Bring me one real bottleneck. I'll tell you whether it's worth automating, and what it would take.