Articles - Blog

Feasibility for monetizing data and A3 within verticals

The diagram below was constructed using a spreadsheet of 280 potential opportunities for telcos to provide data and A3 (AI, automation and analytics) products to their enterprise customers. The feasibility score assesses the likelihood of a telco successfully providing data and A3 products for the particular use cases in a vertical.  0% suggests no opportunity […]

Read More

Successful development of intelligence and data products for enterprise customers (pt 1)

An “intelligence-focussed telco” is defined as one which sees the use of intelligence as a key enabler of revenue growth and cost savings in the coming years. Currently, an “intelligence–focused” company: has a clear but realistic vision of where intelligence can add value – and how much risk they wish to take in this immature […]

Read More

Which approach are telcos taking to developing intelligence products for their enterprise customers? (pt 2)

This diagram places nine global telcos on a triangle of three different strategies. (Details of the three strategies are in this post: Successful development of intelligence and data products for enterprise customers) The telcos were chosen to represent different geographic regions, and selection was based on the availability of a good amount of available information […]

Read More

The journey to Level 5 autonomy

Having spent the last two months speaking to 20 telcos and vendors about their expectations around agent and agentic systems – I have found 8 major questions which I think will impact which architecture they deployed:  

Read More

Simple agent and multi-agent system elements

I have recently been looking at the needs of a telco network for agent and agentic systems. This is my working model showing all major (potential elements) for a full multi-agent system:

Read More

Centralized vs distributed intelligence deployment

The hot topic of agents has thrown up a range of questions. The diagram below summarizes the options for deployment of agents in a telco network.

Read More

Current focus of AI/ML deployment in assurance

A range of trends impact the deployment of new AI/ML in assurance.  One area that seemed to be top-of-mind for telcos and vendors recently interviewed was the need to bring together data from across domains and up/down stacks, along with the necessary intelligence, to support decision-making for more complex root-cause analysis. Other trends include:

Read More

Drivers of revenue growth in APAC

The graphic below analyses 2024 investor material from the top 11 telcos in APAC. The bars show the eleven revenue lines discussed most often – with the colour of each bar showing an estimate of the maturity of CSP activities in that area.   Some mature revenue lines, such as IoT and digital content, did […]

Read More

AI training priorities for telcos

Research into the training priorities of telcos uncovered four areas of current focus:

Read More

The financial value of adding A3 into the network and OSS

Bi-yearly research estimates the financial value of AI, automation and analytics (A3)  through bottom-up analysis of potential capex/opex savings or revenue uplift from integrating these technologies into 60 processes/use cases across a telco’s network and OSS. This value is measured on an annual basis in dollar terms and as a proportion of total revenue for […]

Read More