Systems Audit
Inventory apps, APIs, and manual handoffs. Quantify time lost and rank automations by engineering ROI.
AI plus automation connects your apps, replaces repetitive work, and buys your team bandwidth, speed, and quality.

We map manual bottlenecks, then automate with Zapier, Make, n8n, custom Python/Node, and AI where it truly pays off — lead routing, CRM hygiene, marketing ops, support triage, document parsing, finance prep, onboarding, and internal ops.
Tools: Zapier · Make · n8n · Pipedream · OpenAI · Anthropic · Python · Node.js
Straight answers for founders comparing a dev subscription, agency, or first engineering hire — web, mobile, AI, and Shopify.

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