AI Consulting, Auditing and Solutions
Your first AI win usually looks deceptively complete. A support chatbot works. A forecasting model helps the revenue team. A document pipeline saves analysts hours. Then the next request lands. Connect it to the CRM. Add approval logic. Pull in product data. Route edge cases to a human. Log every decision for compliance. Suddenly the […]
Financial services firms spent $35 billion on AI in 2023, according to the World Economic Forum's 2025 report on AI in financial services. That number matters less as a bragging point than as a signal. AI in finance is no longer a side experiment owned by innovation teams. It's becoming part of how core operations […]
You're probably in the same spot most founders and ops leaders are in right now. Everyone agrees AI matters, but the path from “we should use AI” to “this is saving time, improving accuracy, or driving revenue” still feels messy. One team wants ChatGPT access. Another wants a chatbot. Your data team is talking about […]
AI in safety is no longer a side experiment. The global artificial intelligence workplace safety market was valued at US$2,571.1 million in 2024 and is projected to reach US$6,788.0 million by 2030, with an 18.2% CAGR from 2025 to 2030, according to Grand View Research's AI workplace safety market outlook. That changes the conversation for […]
You're probably in one of two situations right now. Either your team has a shortlist of AI ideas for underwriting, claims, fraud, or service, and nobody agrees on where to start. Or you already tried a pilot, got a decent demo, and then hit the actual insurance problems: data split across policy admin and claims […]
Your team likely already has a RAG prototype. It can answer policy questions, summarize docs, and pull snippets from a knowledge base. Then actual business requests arrive. Support wants the assistant to check account status before answering. Ops wants it to pull data from a dashboard, compare it to an internal SOP, and recommend the […]
Your team probably has the same problem I see in most growth-stage companies. Revenue is up, headcount is strained, and too many core workflows still depend on a few operators who know how to stitch systems together by hand. Sales ops exports data between the CRM and billing. Support managers triage tickets across inboxes and […]
92% of CPOs planned to assess generative AI in procurement during 2024, while only 8% had no immediate evaluation plans. The market has already moved past curiosity. Procurement leaders are now under pressure to prove where GenAI changes cycle time, savings capture, compliance, and stakeholder service levels. The mistake I see most often is treating […]
The most popular advice on AI deployment is still wrong. It says the hard part is training the model, then treats production as an implementation detail. In enterprise work, deployment is the product. A model that scores well in a notebook but doesn't fit approvals, handoffs, latency targets, audit requirements, or unit economics isn't an […]
AI programs do not fail because leaders forgot to ask about ROI. They fail because ROI arrives too late to steer the work. Strong ai transformation progress monitoring starts earlier and goes deeper. It tracks whether the model is reliable enough for production, whether teams change how work gets done, and whether that change shows […]
