What core technologies and infrastructure investments have been most critical in supporting your AI capabilities?

InfrastructureInnovation & Emerging Trends
3.7k viewscircle icon5 Comments
Sort by:
IT & Strategy Advisor || Digital & Enterprise Architecture Consultant in Consumer Goods2 years ago

My few cents for core technologies and infrastructure investments for supporting AI capabilitues

- Source Data from apps and data store (seperating data warehouse, sturctured and unstructured data), 
- Integration Layer with API Management / File Transfer / ETL, 
- Hosting Layer with CPU/GPU machine, kubernetes, container, ML workspace, core infrastructure layer/services with firewall, gateway, active directory, DNS, SCCM, Load Balancer, 
- AI Services Layer: Generative AI, Predictive AI (MLOps), Specialised AI (Bot, Search, CoPilot) etc.,
- If using Microsoft then 365 and GitHub licenses

The most important investment for AI is horizontal - Data Goverance, Data Privacy and Data Security.

Lightbulb on1
CIO / Managing Partner in Manufacturing2 years ago

Data
Data
Data

Venture Partner, VP Products, Chief Product Officer in Travel and Hospitality2 years ago

Open source foundation models, query optimized cloud native databases and lakes, semantic aware analytics tools

Chief Information Technology Officer in IT Services2 years ago

Data Lakes and Warehouses, AI and ML algorithms require access to large volumes of data.

IT Manager in Construction2 years ago

I believe the data governance.

Content you might like

When it comes to Data Science and Machine Learning Platforms which do you prefer?

DataBricks33%

SnowFlake54%

Other13%

View Results

What best practices should a public sector organization follow when migrating datacenter infrastructure to a leased (colocation) datacenter? Can anyone share lessons learned regarding challenges you faced during the migration process?

What are the fundamental leadership capabilities that are needed for an era of exponential technology and AI innovation?

Read More Comments

Which company do you believe is truly defining the future of technology?

SAP4%

IBM11%

Amazon31%

Microsoft31%

Google9%

Red Hat1%

Oracle3%

Vmware

None of the above6%

View Results

We are in the process of implementing a chatbot for our local government site with intentions to deploy for internal use only for testing.  We are having problems quantifying is the cost around token consumption.  I know that cost varies depending on the model used, but does anyone have any useful estimators.  Consumption calculators I have found don't seem particularly useful.  What methods for estimating cost did you use?  Did you use number of searches against the site?