Cable giant Charter Communications CEO Chris Winfreydiscussed the impact of AI, including on costs, at an investor conference on Tuesday.

During an appearance at the GoldmanSachs Communacopia + TechnologyConference in San Francisco, which was live-streamed, he was asked if AI is more hype or reality. I think AI is very much reality. The question is: how fast is it really going to come and how fast is it going to be deployed? he said. Weve been investing in, really starting with machine learning, and AI now increasingly, for some time, but really from a service function. And by that I mean not only investing in customer-facing machine learning and AI capabilities, through IVR [Interactive voice response], through chat, all the things you might imagine, but probably even more so to improve the quality and the ease of the job that our frontline employees do. That can include the use of AI to provide a better set of information to the agent that allows them to make a better recommendation, and increasingly, not even have them need to make the recommendation because the machine is actually listening to the conversation, doing real voice-to-text translation, the Winfrey said. There arent 10 different best ways to solve this problem. Theres really one, and providing that to the agent in a way that allows them to get to a better answer faster and actually show more empathy along the way [is the goal]. That works not only for the customer, obviously, but it works for our agents as well in an environment where you have turnover and you have training expenses and you want to have our employees not just here for the short term, but to develop a career with the company. And having tenure means a better service experience for the customers.

Is there any financial upside for Charter in the use of AI and machine learning? As part of our service investment on the cost side, were already seeing the benefits, Winfrey said. There will be a flywheel that takes place, and when it catches, itll be a significant impact [on] not just the service capabilities, the service infrastructure, but the cost as well. But the Charter CEO added: Its a little bit difficult to estimate the timing of that. I think its already starting to happen, but I think there will be some bigger, dramatic steps that come along the way. He didnt provide further details.

Asked how early in the AI opportunity Charter was, Winfrey argued it was only in the first or second inning.

Charter, in which John Malones LibertyBroadbandowns a major stake, last week unveiled a new multiyear carriage deal with AMC Networks, a year after its carriage dispute with The Walt Disney Co. made headlines. While financial terms were not disclosed, Charter and AMC said the new pact will see AMC+ made available to Spectrum TV Select customers at no extra charge, the latest carriage deal to include streaming services, similar to the Disney deal that included Disney+.

Winfrey mentioned the AMC deal on Wednesday as part of sharing broader thoughts on better aligning Charters assets and content relationships for the streaming age. We have not made full use of the assets that are available to us to support Internet, including its video and mobile offerings, he told the Goldman conference. We had moved away from bundling video because the price-value proposition, or the value proposition to consumers, had gone down over time as programmers increased the cost of programming, didnt provide flexibility and then started to sell around with direct-to-consumer applications, the Charter CEO explained. Were not there yet. Weve got still a ways to go to operationalize the deals that weve already done. But we now feel that the ability for us to put that video charge on a broadband bill makes more sense because theres real value that sits behind it. These DTCs already with what we just announced, the latest being AMC+, is $40 of value in retail DTCs that the customer no longer has to get charged [for] twice.

By making better use of its assets that way, we can advantage internet, which is very similar to what cables done historically in the past, while getting higher average revenue per user (ARPU) and actually better margin in cash flow per household, Winfrey said.

Charterlost 393,000 residential pay TV subscribers in its second quarter, compared with a loss of 189,000 customers in the year-ago period.It also dropped 154,000 residential Internet customers, due mainly to the end of Affordable Connectivity Program government subsidies for low-income households, which will continue to affect results over the near term, Winfrey again signaled on Wednesday without providing more detailed guidance.