Muck Rack vs Prowly in 2026: Enterprise media monitoring vs the Semrush AI PR Toolkit
Both track how your brand shows up in AI answers, but from opposite directions. Muck Rack watches your own mentions inside ChatGPT and Gemini; Prowly filters journalists by which outlets those same models actually cite.
Muck Rack
Prowly- Muck Rack requires a demo call and custom annual quote with no public pricing. Prowly is sold through the Semrush AI PR Toolkit at $149/month (Base) or $279/month (Pro), with a 7-day trial.
- Muck Rack's Generative Pulse tracks how your own brand is mentioned inside ChatGPT and Gemini answers. Prowly's AI-Cited Media Database instead identifies which outlets and journalists LLMs cite, helping you target pitches upstream of AI visibility.
- Prowly includes a 600,000+ journalist and outlet database with AI-assisted pitch and press release drafting. Muck Rack's database size is not publicly disclosed, but includes AI-powered pitch recommendations based on a journalist's coverage history.
- Prowly's Media Monitoring is a Pro-only feature at $279/month. Muck Rack includes real-time media monitoring across news, social, broadcast, and podcasts as a standard platform capability.
- Prowly no longer sells standalone subscriptions; every new sign-up goes through Semrush. Muck Rack was never self-serve to begin with, requiring a demo call from day one.
- Neither tool publishes an open API for general use. Muck Rack gates API access by tier (limited on Professional, full on Enterprise); Prowly does not document an API at all.
Muck Rack and Prowly are two of the only PR tools in this category that have built a real AI-answer angle into the product, but they solve different halves of the problem. Muck Rack's Generative Pulse monitors how your own brand is mentioned inside ChatGPT and Gemini responses, sitting next to traditional media monitoring across news, social, broadcast, and podcasts. Prowly, now sold as the Semrush AI PR Toolkit, works upstream of that: its AI-Cited Media Database filters journalists and outlets by whether large language models actually reference their coverage, so you can prioritize pitches to the outlets most likely to shape AI answers in the first place. Access differs sharply too. Muck Rack has no public pricing and no free trial, requiring a demo call before you see the product. Prowly is sold through Semrush at $149 to $279 a month with a 7-day trial, though outbound email is blocked during that trial. If you need to know whether your brand is already showing up in AI answers, Muck Rack measures that directly. If you need to know which journalists to pitch so that coverage feeds AI answers in the future, Prowly's database is the more specific tool.
The tools at a glance
Muck Rack
AI-powered PR platform for media monitoring, journalist outreach, and generative AI coverage tracking
Muck Rack combines a searchable journalist database with AI-generated pitch recommendations, real-time media monitoring across news, social, broadcast, and podcasts, and reporting tools that connect coverage to business outcomes. It is built for communications teams running an ongoing media relations program, with support and onboarding to match.
Generative Pulse is the standout addition: it tracks how a brand is mentioned inside AI-generated answers from ChatGPT and Gemini, showing which sources those models cite when discussing your category. That is a direct measurement of your own AI visibility, distinct from Prowly's approach of surfacing which outlets are worth pitching in the first place. Generative Pulse is an add-on at the Professional tier and only included by default at Enterprise.
The access model is the trade-off. There is no public pricing, no free trial, and no self-serve signup, so every account starts with a demo call and typically an annual contract. That buys a genuinely complete platform for a team with an established budget, but it is a heavier commitment than Prowly's $149-a-month entry point through Semrush.
| Feature | Professional Contact for pricing | Enterprise Contact for pricing |
|---|---|---|
| Media monitoring | Yes | Yes |
| Journalist database | Yes | Yes |
| Generative Pulse (AI monitoring) | Add-on | Included |
| API access | Limited | Full |
| White-label reporting | No | Yes |
| Dedicated account manager | No | Yes |
Prowly
AI-powered PR platform for media outreach, journalist discovery, and media monitoring, now part of Semrush
Prowly was an independent PR platform before Semrush acquired it and folded it into the Semrush AI PR Toolkit. The standalone brand and its old subscription tiers are gone; buying Prowly today means buying it through Semrush. What survives is a journalist and outlet database of over 600,000 profiles, AI-assisted pitch and press release drafting, email outreach with open and click tracking, and a built-in contact CRM.
The feature that puts Prowly in the same conversation as Muck Rack's Generative Pulse is the AI-Cited Media Database, which filters journalists and outlets by whether large language models actually reference their coverage when answering questions. Instead of measuring your own AI mentions after the fact, this lets you prioritize pitches to outlets whose coverage is more likely to feed AI answers to begin with, a genuinely different and complementary signal.
The catch is cost and completeness. Base at $149/month excludes Media Monitoring, arguably the feature that tells you whether any of this is working, pushing most serious users to Pro at $279/month. The 7-day trial also blocks outbound sending entirely, so you cannot test deliverability before paying, and there is no documented API for teams wanting to pipe data elsewhere.
| Feature | Base $149/mo | Pro $279/mo |
|---|---|---|
| Journalist database | 600,000+ profiles | 600,000+ profiles |
| AI-Cited Media Database | Yes | Yes |
| AI pitch and press release writing | Yes | Yes |
| Media Monitoring | No | Yes |
| Contact CRM | Yes | Yes |
| API access | No | No |
Head-to-head feature comparison
| Feature | Muck Rack | Prowly |
|---|---|---|
| AI-answer relevance angle | Measures your own brand mentions inside AI answers (Generative Pulse) | Identifies outlets and journalists LLMs actually cite (AI-Cited Media Database) |
| Journalist database size | Not publicly disclosed | 600,000+ profiles |
| AI pitch/press release writing | Pitch angle recommendations, not full drafting | Yes, full AI drafting of pitches and releases |
| Media monitoring | Yes, across news, social, broadcast, and podcasts | Pro plan only |
| Email outreach and pitch tracking | Yes, pitch tracking and coverage attribution | Yes, with open/click tracking and scheduled follow-ups |
| Contact CRM | Not a standalone CRM feature; contacts sit inside the journalist database | Yes |
| Press release distribution | Yes, with beat, geography, and publication-tier targeting | Not documented as a core feature |
| API access | Limited (Professional) / Full (Enterprise) | No |
| Free trial / self-serve signup | No | 7 days (outbound sending blocked) |
| Standalone subscription available | Yes, but sales-led only | No (via Semrush only) |
| Starting price | Contact for pricing (sales-led) | $149/mo |
Considering AI Peekaboo alongside Muck Rack and Prowly?
Muck Rack and Prowly attack AI visibility from opposite ends: Muck Rack's Generative Pulse measures your own brand mentions inside AI answers, and Prowly's AI-Cited Media Database tells you which outlets to pitch so future coverage feeds those same answers. Both are gated behind higher tiers or a sales process, Generative Pulse as a Professional add-on, Media Monitoring as Prowly Pro at $279/month, and neither offers API access on a standard self-serve plan. AI Peekaboo is built purely for the measurement side: five AI engines tracked with a read and write API on every plan from $50 per month, plus white-label reporting, so an agency can pair PR outreach from either tool with direct proof of whether AI visibility actually moved.
Read the AI Peekaboo review →Which should you choose?
Muck RackProwlyProwlyMuck RackProwlyMuck RackProwlyBoth tools are legitimately ahead of most PR software on the AI-answer question, just measuring different things. Muck Rack tells you what is already happening: is your brand showing up in AI responses right now. Prowly tells you what to do about it: which journalists and outlets are worth pitching because their coverage actually feeds those responses. A team with a mature AI visibility concern arguably wants both signals, but if forced to pick one, the measurement side (Muck Rack) is more directly actionable for reporting, while the targeting side (Prowly) is more useful for a team still building its pitching list.
Bottom line
Book the Muck Rack demo if you need to know whether your brand already appears in ChatGPT and Gemini answers, alongside full media monitoring, and have budget for an annual contract. Sign up for the Semrush AI PR Toolkit if you want to prioritize journalist outreach toward AI-cited outlets and are open to buying PR tooling as part of the broader Semrush suite. Neither tool is a dedicated AI visibility tracker; both are PR platforms with an AI-relevant feature attached.
Frequently asked questions
What is the difference between Muck Rack's Generative Pulse and Prowly's AI-Cited Media Database?
Generative Pulse measures whether your own brand is already being mentioned inside AI-generated answers from ChatGPT and Gemini, giving you a direct visibility reading. Prowly's AI-Cited Media Database instead filters journalists and outlets by whether large language models reference their coverage, helping you decide who to pitch so future coverage is more likely to shape those answers. One measures outcomes, the other targets inputs.
Can I still buy Prowly on its own without a Semrush subscription?
No, Prowly no longer sells standalone subscriptions or trials. Every new sign-up goes through the Semrush AI PR Toolkit, starting at $149 per month for Base, so evaluating Prowly today means evaluating it as a Semrush add-on. Muck Rack has never offered self-serve signup either, requiring a demo call from the start.
Which tool has better media monitoring, Muck Rack or Prowly?
Muck Rack has the stronger monitoring feature set, covering news, social, broadcast, and podcasts as a standard platform capability across both its tiers. Prowly restricts Media Monitoring to the Pro plan at $279 per month, meaning Base subscribers at $149 per month do not get monitoring at all, only the journalist database and AI outreach tools.
Is Prowly worth it just for the AI-Cited Media feature?
The AI-Cited Media Database is a genuinely useful sorting signal if earning coverage that shapes AI answers is central to your PR brief, since it filters journalists by whether LLMs actually reference their outlets. At $149 to $279 a month through Semrush, it is a real cost to access primarily for one feature if the rest of the platform, outreach, CRM, and monitoring, goes unused.
How do Muck Rack and Prowly compare on journalist database size?
Prowly publishes a specific figure of 600,000+ journalist and outlet profiles across both its Base and Pro tiers. Muck Rack does not disclose an exact database size in its public materials, positioning its database instead around pitch intelligence and AI-recommended angles rather than raw contact count.
Do Muck Rack or Prowly offer a free trial before paying?
Prowly offers a 7-day trial through the Semrush AI PR Toolkit, though outbound email sending is blocked during that period so you cannot test real deliverability. Muck Rack has no free trial of any kind; access starts with a demo call and typically leads to an annual contract before you see the product.