Multi‑vendor AI strategies promised a new era of vendor competition and lower prices for enterprise software — but the early evidence shows the opposite: rising software bills, unpredictable budgets, and a shifting cost base that rewards cloud infrastructure owners more than application vendors...
ai adoption challenges
ai costs
ai in enterprise
cloud cost management
cloud providers
consumption pricing
copilot economics
cross-cloud hosting
egress fees
finops
governance and telemetry
model hosting fees
multi-vendor ai
platformbundling
pricing transparency
procurement governance
roi and value realization
saas management
scaling ai value
vendor pricing strategies
Microsoft’s AI unit has shipped two first‑party foundation models — MAI‑Voice‑1 and MAI‑1‑preview — marking a clear acceleration of in‑house model development even as the company continues to integrate and promote OpenAI’s frontier models such as GPT‑5 across its product stack. The launches are...
ai assistants
ai market trends
ai mobile usage
blackwell
chatgpt
cloud revenue
cloudcomputing
comscore
copilot
dataprotection
device distribution
edge
enterprise
enterprise software
foundationmodels
gb200
google gemini
governance
gpus
h100
in-house-ai
mai-1-preview
mai-voice-1
measurement methods
microsoft
microsoft 365
mixture-of-experts
mobile growth
moe
multimodel
orchestration
platformbundling
privacy governance
referral traffic
safety
statcounter
windows
windows users