Understanding media intelligence: How to turn data into meaningful insights

Communications teams have no shortage of data. From earned media to emerging metrics like AI visibility, the challenge is turning data into meaningful insights that influence business decisions.

Muck Rack’s Director of Insight & Consultancy Prathima Ramesh and VP of communications Linda Zebian came together for a fireside chat exploring what modern media intelligence reporting should look like today.

Keep reading for highlights from the fireside chat or watch it on demand here.

The challenges organizations face with media intelligence

The communications field has evolved over the last decade, which has drastically increased the roles and responsibilities of a PR pro.

“Comms as a function has evolved into this highly strategic role where you're not only looking at one thing in silo,” said Prathima.

In 2026, we have more data than ever before, yet it can be challenging for communicators who have become accustomed to historically being told we’re not as metrics or data-driven as our marketing counterparts.

“I think some of us, including myself, still struggle to demonstrate our real business impact,” said Linda.

Media intelligence is helping to shift that line of thinking, making it easier for PR pros to understand data measurement.

Prathima, who has worked in the media intelligence space for 15-plus years started her career as a PR pro so she intimately understands the pain points communicators wearing multiple hats and juggling varied responsibilities face when it comes to media intelligence.

“With great data comes great responsibility,” Prathima said. “Today, the challenge is not what it used to be decades ago. The challenge is there is so much data, [how do we] pick and choose?”

Prathima recommended starting with a strong framework: the larger business objectives and how communications objectives ladder up into the overall strategy.

Think creatively, Prathima advised, even though the natural inclination when it comes to data analysis framework is to think in pure numbers.

“It could be not only here's how we performed. It could be here's how we mitigated risks this month,” she said. “That is a business impact, right?”

Reporting metrics versus reporting real actionable intelligence

The difference between reporting metrics versus reporting real actionable intelligence is quite simple.

➡️Metrics is counting numbers.

➡️Intelligence is understanding what the numbers are saying and how to apply that understanding back to the overall strategy.

Media intelligence in action

Metrics: Your recent PR campaign earned 10 pieces of media coverage.

Media intelligence: Those 10 pieces of media coverage:

• Appeared in top tier outlets.
• Were largely positive.
• Generated a huge amplification on social media which sparked active conversation with the target audience across different social channels.
• Led to a huge spike of website traffic.

“These 10 pieces of coverage suddenly don't look very small,” said Prathima. “It’s highly influential.”

This is media intelligence at work, especially when considering output versus outcome.

“Output is: here's what I did. Here are the numbers behind it,” Prathima explained. “But the intelligence layer is: why is it important? What is the context, and what is the recommendation that you're going to get from it?”

Telling the media intelligence story

With so many different data points to consider—earned media, social, competitive intelligence and LLM visibility—is it possible to tell a cohesive story that makes sense to leadership?

Rather than starting with a data source, Prathima recommended starting with the overarching objective and then determining how each of those channels fits in.

Here’s another way to think about it.

“A good insights report is like a book,” she said. “Your objective is the preface of the story. The chapters are each of the different sections like earned, insights, LLMs. The final conclusion brings all of that together; what are the patterns we are seeing? How did that connect back to the preface of the story?”

Where AI visibility fits within your broader media intel

AI visibility is putting a much deserved spotlight on PR, and LLMs absolutely have the capacity to influence decision-making. It’s an important newer metric to monitor.

However, Prathima cautioned to be very careful about not looking at AI visibility in a silo; instead, look at it as part of the whole story.

“What LLM visibility does is give you a little bit more insight into how the conversation is shaping,” she said.

Prathima encouraged communicators to think of the AI “machine” as an audience.

“You have your human audience; you have your machine audience,” she said. “How is the machine perceiving the messaging you're putting out there on behalf of your brand or customers?”

The human element of media intelligence

As with all AI work, it’s important to remember the human element that can’t be fully automated or analyzed by a machine.

Muck Rack Media Intelligence services pairs human insight expertise with AI-powered scale to surface the signals that shape your brand's reputation and tell you exactly what to do next.

Think of your analyst like an extension of your communications team, there to help you uncover the narrative behind the numbers.

“Platforms are able to cut the noise and get to the good quality data much faster and the analysts bring in that human intelligence layer,” Prathima said. “We apply the critical thinking and the judgment layer that is needed to tell a very cohesive data storytelling.”

Media intelligence should not be afterthought

The big takeaway here: Media intelligence should not be an afterthought. It’s a critical part of the planning process.

“It's not after you've done your planning or campaign goal setting. It needs to be the starting point,” said Prathima.

As you plan your next big campaign or for the next annual/fiscal year, Prathima recommended considering measurement right alongside your objectives.

“It's just the start of the journey to understanding where you should be going,” said Linda.

Watch the on-demand fireside chat.