How to Choose an AI Software Partner (Not Just a Vendor)
The AI software market is noisy and the stakes of a bad decision are high. Here are the questions worth asking before you sign anything.
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Perspectives from the v2softech team on the technology, decisions, and industry trends that matter to the organisations we work with.
The AI software market is noisy and the stakes of a bad decision are high. Here are the questions worth asking before you sign anything.
Voice cloning and AI-generated speech have crossed a quality threshold that changes what is possible for enterprise teams. Here is what that actually means in practice.
Most cloud migrations fail not because of technology, but because teams build for a scale they will never reach. Here is a more grounded approach.
Manual document handling is rarely visible on a balance sheet — but it is one of the most expensive things a financial organisation does. Here is what the numbers actually look like.
A founder's perspective on what decades inside financial institutions taught me about what AI should — and shouldn't — be asked to do.
AI companies are subsidising access at a scale that is not sustainable. When the discounts end, the organisations that built on proprietary models will feel it sharply. At v2softech, we made a different choice.
Open-source AI has closed the gap with proprietary models faster than almost anyone predicted. For enterprise teams, this changes the calculus on cost, control, and what is actually possible.