AI & Data articles
Practical writing on building and shipping software: what it costs, how to buy it, and how to get it right. From the engineers who do the work.
gmware AI Answering Service vs Ruby Receptionists: Honest Take
Ruby staffs your calls with real people and bills per minute. gmware builds an AI voice agent onto your line as a scoped project. Which fits, and when Ruby wins.
AI Consulting: What It Actually Delivers (and How We Scope It)
What AI consulting actually delivers: a readiness assessment, a roadmap, and a scoped pilot, not a slide deck. The deliverables, their cost, and how we scope it.
n8n Workflow Automation: Build It Yourself or Have Us Run It
n8n is free to self-host and bills Cloud per execution (Starter 20€/mo). The honest fork: when to DIY in n8n vs when to have a team build and run it.
RPA vs AI Agents: Which Automation Actually Fits in 2026
RPA wins on deterministic, structured work; AI agents handle input variation. Forrester says 50% of RPA stalls on variable processes. A traits-to-tool decision matrix.
AI Automation for Business: What to Automate First
AI could automate 57% of US work hours, but most teams automate the wrong thing first. A volume x stakes x documentation grid for the first workflow, plus payback math.
Best AI Receptionists in 2026: An Honest Comparison
An honest 2026 AI receptionist comparison: Smith.ai ($95-$800/mo), Ruby ($250-$1,725/mo), Goodcall ($79-$249/mo), and when a custom build wins.
Computer Vision Development: Cost, Timeline, What Breaks
Computer vision development costs $10K to $350K+ in 2026 depending on scope. The real budget line is data, not the model. What a CV build actually takes.
AI Agent Development Cost in 2026: Single Task to Multi-Agent
AI agent development cost in 2026: $15K to $40K for a single-task agent up to $120K to $400K+ for multi-agent systems, plus a $3.2K to $13K monthly run bill.
Machine Learning Consulting: When You Need It, What It Costs
Machine learning consulting, straight: a custom ML build runs $80K to $350K and needs 5,000+ labeled examples first. When you need it, when a rules engine wins.
Generative AI Consulting: What It Does and When to Skip It
Generative AI consulting scopes where LLMs, RAG, and agents actually pay off. The decision matrix, the build phases, and why 42% of AI projects never ship.
AI Customer Service Agents: What They Actually Resolve (2026)
An AI customer service agent resolves support tickets, not just answers FAQs. What it deflects, where it plateaus, and how we scope a build that ships.
What an AI Development Company Builds (and Costs) in 2026
What an AI development company delivers in 2026, real cost bands ($5K to $500K+), the build-vs-buy-vs-partner call, and how we ship AI to production, not demos.