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AI & Generative AI

Practical takes on applying AI and generative AI in ways that hold up under real operating conditions — not hype, not vendor pitches.

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AI Adoption in Project Management Operations

Practical ways manufacturers can use AI in project operations without adding governance drag, fragmented tools, or false promises.

September 8, 2026 · 7 min read

Laptop screen showing a project tracking analytics dashboard with charts and graphs

Agentic AI in Enterprise Billing Operations: A $4.7M Case Study

Inside a real agentic AI program for enterprise billing and collections: a three-agent architecture, 21 use cases, and the numbers — $1M Year-1 EBITDA impact, 422% 4-year ROI — plus…

September 4, 2026 · 8 min read

Stop paying twice for the same prompt: how prompt caching works, the cost math for a worked Gemini 2.5 Flash example, the three cost components, where it works best, and results from production.

Prompt Caching as an AI Architecture and Cost-Optimization Lever

Prompt caching isn't a universal win — it's a cost-optimization lever that depends on cache-hit rate, static-token share, and TTL. Here's when it actually pays off, and what to check…

September 1, 2026 · 4 min read

The AI Edge

From AI experimentation to measurable business advantage: where enterprises should look first, and why governance has to scale alongside adoption.

September 1, 2026 · 3 min read

Four-step infographic showing RPA and AI pipeline for telecom service disconnect requests: unstructured requests, RPA plus IDP extraction, AI agent validation and decisioning, and Business Office approval

RPA + Agentic AI in Action: A Telecom Disconnect Workflow

A real pipeline example: why parsing messy service-disconnect requests is RPA's job, not an AI agent's — and where the actual cost and latency savings come from.

August 25, 2026 · 2 min read

A desk with an iMac and laptop open, evaluating software on screen

A Practical Framework for Evaluating AI Tools Before You Buy

Every AI tool vendor has a demo that looks flawless, because it’s running on their curated example data, in the one workflow they’ve optimized for. The gap between that demo…

August 25, 2026 · 1 min read

Close-up of a computer chip labeled AI mounted on a densely packed circuit board

How Generative AI Is Reshaping Enterprise Workflows

Most enterprises don’t fail at generative AI because the models are weak — they fail because the rollout skips straight from demo to production without redesigning the workflow the tool…

August 25, 2026 · 2 min read