2 stories in this blend

Spending statistics from Ramp indicate rapid enterprise adoption of affordable, specialized model startups alongside model routing platforms. The figures also show expanding corporate investment in fine-tuning data and generative media tools.

Major software providers are seeing renewed market momentum as customers adopt embedded AI tools rather than replacing existing enterprise platforms. Salesforce led the surge after reporting strong adoption of its automated agent services across corporate clients.