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Notes on using AI in sales and operations

Practical articles on what works in a real team, and what does not.

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Recent articles

CTO Insights

Cutting Your Token Bill Without Losing Answer Quality

Where LLM spend actually goes and how to reduce it: prompt size, model routing, caching and the retrieval habits that quietly triple your bill.

September 3, 2026Read more
CTO Insights

Connecting AI to Your CRM Without Corrupting the Data

Integrating AI with HubSpot, Salesforce or a custom CRM: what to let it write, how to avoid duplicate records, and where a human should approve.

September 2, 2026Read more
CTO Insights

Reducing Hallucinations in Business-Critical Systems

Practical controls for hallucination in production systems: grounding, refusal paths, structured output and the review points that catch the rest.

September 2, 2026Read more
CTO Insights

RAG or Fine-Tuning: Which One Your Use Case Needs

RAG and fine-tuning solve different problems. Which to use when the model needs your data, when it needs your format, and when neither is the answer.

September 2, 2026Read more
CTO Insights

Seven Signs Your Business Has Outgrown Manual Processes

Seven signals that manual processes are now costing more than they save, and how to tell an automation problem from a hiring or process problem.

September 1, 2026Read more
CTO Insights

How to Measure the ROI of Automation, Honestly

Measuring automation ROI without flattering the result: the baseline to capture first, the costs teams forget, and the numbers that survive a finance review.

September 1, 2026Read more
CTO Insights

What to Automate First: Building an Automation Roadmap

How to choose the first process to automate: the test that predicts success, the work that resists automation, and why the obvious candidate is often wrong.

September 1, 2026Read more
CTO Insights

AI for 3PL Providers: The Three Problems Worth Solving First

AI for 3PL providers, ranked by return: exception handling, document processing and slotting. What pays back quickly, and what to ignore until it does.

August 28, 2026Read more
CTO Insights

Automating Tax Workpaper Preparation: Where It Works and Where It Must Not

Automating tax workpaper preparation: the parts that genuinely automate, the review that must stay human, and the audit trail that decides whether it is usable.

August 28, 2026Read more

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