Meltwater and Muck Rack add features for LLM monitoring; Notified taps AI to customize your PR pitch and offers syndication of byline articles; Buzzstream has a ‘stupid simple’ product that might appeal to freelance PR and small shops
The race to add AI to software used by public relations and communications pros continues.
Initially, the scramble was to add generative AI to help draft or polish copy.
Next, the race turned to chatbots, which in a sense, are changing the way we all interact with software.
Now, several are looking to address an emerging challenge: How do you monitor and measure AI visibility for clients and brands?
It’s an interesting business problem and I think it’s really going to shake up the market for PR software.
Why?
There’s an ocean of ink that’s been spilled over the idea that PR and search go together, yet these have largely remained separate markets, at least from a software sales perspective. Most of the SEO software makers focus on monitoring keywords and links, while the PR software makers focus on text and sentiment.
Good PR people know you need both. A backlink without a mention is every bit as valuable as a mention with no backlink. I have yet to find a reasonably price tool that does both well.
LLM visibility might change this, because one of the concerns is hallucinations. The way to verify the accuracy of an LLM mention is to see the source link, so this is forcing the software industry to rethink its approach.
And now onward with the PR technology summary (PR tech sum), an occasional roundup of news from the makers of software for PR and communications.
Meltwater rolls out GenAI Lens for LLM monitoring
In July, Meltwater rolled out GenAI Lens, which helps customers monitor how their brand is mentioned in Large Language Models (LLMs). The tool offers fairly comprehensive coverage across the major models, “including ChatGPT, Claude, Gemini, Perplexity, Grok, and Deepseek.”
The announcement said customers “can track brand, product, or competitor mentions across more than 90% of LLMs, offering a 360-degree-view of how their brand is represented alongside news and social data.”
The company summed up the new offering, in part, this way:
- Aggregate LLM monitoring. “Understand how your brand is represented, with aggregated results across major LLMs, filling a critical blind spot as AI becomes a primary source of information for consumers and media.”
- Trend and emotion analysis. “Use trend and emotion analysis from AI search outputs to shape smarter PR, brand, and content strategies based on how audiences are engaging with generative AI.”
- Snoop on the competition. “Monitor how competitors are portrayed and uncover competitive opportunities, industry trends or emerging topics, helping you stay ahead of the narrative and refine positioning.”
This announcement comes on the heels of another AI-related feature Meltwater announced earlier this year: a chatbot interface called Mira. Since then, the company has also announced a deal with Factiva by publisher Dow Jones, which enables Meltwater to monitor subscriber-only publications including The Wall Street Journal, Barron’s and MarketWatch.
Meltwater wrapped these new features into a year-end product announcement, with a few small additional updates such as a unified dashboard and a pitch for Klear, its influencer marketing product.
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Muck Rack announces Generative Pulse
Muck Rack, too, has announced a tool for monitoring LLMs, “to help communicators understand and shape how their brand is portrayed in AI-generated answers.” Their tool, called Generative Pulse, captures fewer LLMs than the Meltwater feature claims to, but it does include the larger models: ChatGPT, Claude and Gemini.
The company listed the following features in the announcement
- Share of voice in generative AI. Customers can “gain a real-time view of how your brand, and your competitors, are represented across LLMs like ChatGPT, Claude and Gemini in the Share of Model. Track mentions by brand, campaign, or keyword, and filter by AI platform or prompt.”
- Most cited reporters and publications. “See which media voices are shaping your brand narrative in AI-generated responses.” Customers can “easily” add the reporters cited to a media list.
- See the source material. “Identify the exact URLs and websites – whether it’s your owned content, a Wikipedia entry, or a major publication – that LLMs reference when talking about your brand.”
The product’s FAQs say, “Generative Pulse is built into Muck Rack’s all-in-one PR platform…so you can see which journalists and outlets influence AI results, then take action right from the same place.”
The announcement notes that Generative Pulse is available as part of a Muck Rack Premier subscription, which is the company’s most expensive pricing tier.
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Notified customizes PR pitches with AI
Notified said it has brought a new feature to market that personalizes pitches with generative AI. The idea is to combine human oversight with AI to customize “email pitches based on each reporter’s beat, audience, and past coverage,” the company said in an email.
According to the announcement, the feature “seamlessly integrates with Microsoft Outlook and Gmail, allowing communicators to send and monitor the status of pitches directly from their own email accounts while maintaining full visibility within the Notified PR Platform.”
The use case is straightforward: Customers provide the details by typing them into the system. The system then generates three drafts based on the reporter’s work. Finally, the customer selects the draft they want, which can be sent by email or over the GlobeNewswire press release service, which Notified owns.
Notified uses OAuth 2.0 for email integration. So, you can draft a pitch inside Notified and the email will show up in your email client sent items. If a reporter responds, you can continue the conversation in email.
The drawback to this approach is that you can’t just write a pitch in Outlook – the first step must be done inside your Notified instance.
Notified syndicates byline articles
Separately, Notified announced the capability to syndicate contributed articles, with a byline, to media outlets who have partnered with its press release distribution service GlobeNewswire. It’s calling this service “Syndicated articles.”
The company characterizes the purpose this way:
“Extend relevant brand narratives from a GlobeNewswire press release into a journalist-style feature published as earned coverage on third-party news sites, ranging from MSN and Yahoo to thousands of local news outlets across the country.”
Isn’t that the same thing that happens with a press release service?
“No,” says Notified in the announcement. “Press releases and Syndicated Articles serve different purposes. A press release is the primary announcement; the Syndicated Article is a separate, bylined story that can expand reach and credibility for relevant stories.”
The service is available in the U.S. and U.K. It can be purchased on a per-transaction basis, as an add-on to a separate press release you plan to distribute over GlobeNewswire or as an add on to their subscription software products.
Buzzstream unveiled “ListIQ”
Buzzstream unveiled “ListIQ” which builds targeted media lists directly from Google News using AI-powered journalist research. Customers can simply search for a topical news item in Google News and add reporters, including their email address, covering that topic to a media list.
“ListIQ doesn’t guess at emails or rely on pattern matching,” the company said. “It discovers and vets legitimate journalist-specific email addresses.” The system will also run what it calls an “activity check” on a reporter added to the list “to make sure the journalist is still active at the publication.”
That alone sounds good enough. It’s ‘stupid simple’ that works how PR pros already work, rather than forcing them to adopt a process built into a tool, as most vendors do. But then Buzzstream goes one step further: you can export the list to a spreadsheet and Buzzstream will help keep that list up-to-date.
Seems to me a practical tool for freelance and small shops. They offer link monitoring too, which most vendors overlook, and have for 20 years. Pricing looks reasonable too, starting at $25 a month, though they need a tier between “starter” and “growth.”
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PR tech briefs
- Semrush is creeping into PR with “AI PR Toolkit.” The product offers rudimentary features the most prominent being “Finding AI-cited media,” though it does say which LLMs are monitored. The price is steep – starting at $149 a month. Semrush acquired a small PR software startup a few years back and is in the process of being acquired by Adobe.
- PR firm Pearl Lemon wrote up a detailed comparison between Meltwater and Cision. They also cover several other related tools. Looks like a good read for anyone in the procurement process.
- TVEyes announced TVEyes Canada, Inc., “to serve the growing demand for media intelligence across Canada.” The service “delivers comprehensive coverage in both English and French Canadian, spanning all 10 provinces and three territories.”
- Venture-backed PR software startups Propel, Signal AI announce “strategic partnership.”
- Cision says it settled a lawsuit by Dow Jones “to fully and finally resolve the litigation between the two companies. The settlement was reached on mutually acceptable terms, and the details will remain confidential.”
- Cision-owned Brandwatch added “Ask Iris” an AI chatbot assistant, to its platform in November. This follows similar developments by less distracted software companies – Dazzle and Signal AI and then later by Meltwater.
- Earned media and quality blogs are well-positioned to boost AI visibility, a study by Semrush suggests.
Recent studies and surveys from PR software makers
- Study of 4.5 million email pitches produces the ‘best time to pitch.’
- Muck Rack polled ~800 comm pros on PR measurement; also see this take published a few weeks ago.
- Press release citations by LLMs grew 5x since July 2025, according to Muck Rack, which is driven by higher citation rates in ChatGPT and Gemini.
PR software coverage for 2026
Here’s the list of companies I’m watching and here’s how to get on my radar if you are a vendor. I plan to revise this list for 2026 into a more polished summary of the tools I think matter most.
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