Custom software, system integration, and AI-assisted intelligence for operators. Case studies and short-form thinking from the practice.https://workflowconsultants.ai/https://workflowconsultants.ai/blog/ai-projects-are-data-projects/https://workflowconsultants.ai/blog/ai-projects-are-data-projects/If you can't answer three plain-English questions about your data, no model is going to save you, a field guide for anyone told to add AI this quarter.Thu, 14 May 2026 00:00:00 GMTblogMatt Armstronghttps://workflowconsultants.ai/cases/cloud-cost-audit/https://workflowconsultants.ai/cases/cloud-cost-audit/Cloud Cost Audit feeds cloud-spend telemetry, utilization metrics, logs, traces, and the code itself into an AI that reasons across all of them, the way a senior engineer auditing a system would, scaled. The output is a ranked roadmap of cost-savings and consolidation opportunities, each grounded in cross-signal evidence. On a recent engagement it identified 35%+ savings on a multi-tenant SaaS's legacy cloud footprint, work the single-signal tools missed entirely.Wed, 01 Jan 2025 00:00:00 GMTcaseMulti-tenant SaaShttps://workflowconsultants.ai/cases/the-accountant/https://workflowconsultants.ai/cases/the-accountant/An LLM-powered finance copilot we built to run our own books. Ask "where did Q1 marketing spend go?" and get a sourced answer in plain English, not another dashboard you have to read and interpret yourself.Wed, 01 Jan 2025 00:00:00 GMTcaseFinance opshttps://workflowconsultants.ai/cases/upwork-pipeline/https://workflowconsultants.ai/cases/upwork-pipeline/End-to-end sales automation we built for ourselves: it monitors job postings, filters for fit, drafts the outreach, and hands a short, pre-qualified queue to a human to send. Runs 24/7.Wed, 01 Jan 2025 00:00:00 GMTcaseSaaS · in-house