AI & Automation

Summarizing a customer thread, drafting a product description, or answering a policy question – all things an AI demo can do in seconds. Then someone connects it to the real CRM, real permissions, and real approval chain, and the answers become inaccurate. The model has not changed, but the environment has. This gap is what […]

A demo can conceal most problems. Chatbots answer the three questions they’ve been trained on. The sales engineer gives their nod, and the room cheers that this will be the year the support queue shortens. Then the chatbot encounters a real CRM record with a field that was renamed two years ago, an informal policy, […]

Most owners mistakenly assume that hiring a virtual assistant is a sign of business growth. In reality, most businesses are far from ready to take on additional support. Long past the midnight hour and still answering support requests? Chasing after an unpaid invoice you chased last week and promised to have an active product update […]

You will find that the typical buyer has already made up his mind on a workflow automation vendor long before he can put into words the process he intends to automate. It is an unfortunate order of operations and one that accounts for much of what analysts put down as failure in their reports. Take […]

Any enterprise will tell you that the chasm between a chatbot in production and one on demo is where budgets are squandered. The demo version will handle three sample questions with ease. But put it in the field for six months and the same bot is quietly sending customers in circles, exposing documents it has […]

There is a tendency among buyers to view AI integration as if it were a plug. Pick a model, make the connection to your product and off you go with something intelligent on the other end. The problem is that this is an expensive way to be wrong. For the most part the model is […]

LangChain’s survey of teams puts the number at 57% for those running AI agents in production over the 2024 to 2026 period. Yet MIT has put forward figures from the same timeframe indicating 95% of generative AI pilots have yet to make a dent on the P&L, and Gartner is forecasting that by 2027 more […]

The numbers are stark: some 60 per cent of enterprise AI outlays amount to nothing in terms of material value, while a mere 5 or 6 per cent deliver at scale. This is the reality one has to face when looking to hire an AI chatbot development firm in 2026. There is no denying the […]

You will not find a marketing automation project that has failed on account of the software being incapable. More often than not, it is the workflow itself that is at fault, running on top of poor data or an ambiguous process the team never truly put to bed. There is usually a question of ownership, […]