Answer · Updated September 2026
Almost none. Profound, Peec AI and Otterly are reporting platforms — they tell you where you stand in AI answers and hand the fixing to your other tools. Reaudit is the outlier in this set: it tracks visibility, then generates content, publishes to 15 platforms, monitors brand mentions across social, and attributes revenue to the result. Whether that matters depends entirely on whether your bottleneck is knowing or doing.
The honest caveat: If you already have writers, a scheduler and an analyst, a reporting-only tool is the cleaner buy — it does one job, the dashboards are focused, and you are not paying for a publishing stack you will never open. The all-in-one argument only holds when the gap between "we found a problem" and "we shipped a fix" is measured in weeks, which is usually a small-team or agency problem rather than an enterprise one.
| Tool | Best for | Starting price | Standout |
|---|---|---|---|
| Reaudit (Broadcast) | Founders, companies and agencies who want one tool instead of five | €50/mo — whole stack | AI visibility + content generation + 15-platform publishing + revenue attribution in one subscription. 235 MCP tools, the largest in marketing. |
| Profound | Large enterprises that need deep analytics and executive reporting | Enterprise / quote | Prompt volumes, answer-engine insights and agent analytics at enterprise depth |
| Peec AI | Agencies and mid-market teams that need clean share-of-voice reporting | From ~€85/mo | Clean visibility and source analysis with unlimited seats |
| Otterly | Individuals and small teams starting AI monitoring | From $29/mo | Simplest way to start tracking AI answers |
You have a content team and just need the numbers
Buy a reporting-only tool. Peec AI for clean share-of-voice reporting, Profound if you need enterprise depth.
You are one person or a small team doing all of it
The handoff between tools is your real cost. One platform that measures and publishes removes it.
You are an agency reporting on many clients
Check white-label reporting and multi-client management before features. That is what breaks at scale.
AI is stating wrong facts about your pricing or policies
Measurement will not help. You need claim-level fact checking that traces each wrong answer to its source.
You need to prove the work returned money
Look for revenue attribution, not citation counts. Citations are a leading indicator, not a result.
The category grew out of analytics. The first useful thing anyone could build was a way to sample AI engines repeatedly and chart whether your brand appeared — genuinely hard, and genuinely valuable. Almost every platform in the category is still shaped by that origin: a tracker with a dashboard on top.
That shape has a consequence. The tool tells you that you are absent from a question your buyers ask, and then the work leaves the tool entirely. Someone writes a brief, someone else writes the page, someone publishes it, and weeks later you check the dashboard again to see whether it moved. The measurement is fast; the loop is slow.
Publishing is the part vendors describe most loosely, so it is worth being specific about the three different things it can mean.
Content generation. The tool drafts the page. Useful, but a draft in a dashboard is not published content — it still needs somewhere to go.
Direct publishing. The tool pushes to your CMS and social platforms without an export step. This is the one that actually removes the handoff.
Ongoing distribution. Scheduling, a content calendar, and social monitoring so the page keeps working after launch rather than being published and forgotten.
A tool can do the first without the second, and the second without the third. Ask which one a vendor means.
There is a real argument against all-in-one platforms, and it is not just inertia.
Focused tools tend to have better focused dashboards. A platform that does six things has six navigation surfaces competing for the same screen, and the reporting is rarely as clean as a product that only reports. If your executive dashboard is the deliverable, that matters.
Enterprises also often cannot use the publishing half regardless. Content goes through legal, brand and localisation review; nothing gets pushed straight from a marketing tool to production. In that environment you are paying for a publishing stack that compliance will not let you turn on.
The all-in-one case gets stronger the smaller and faster the team. When the same person finds the gap, writes the page and publishes it, every tool boundary is a place work stalls.
Visibility tools answer "are we mentioned?". They rarely answer "is what it said about us true?".
Generated answers state pricing, features and policies as fact, with no visible source, to a buyer who never visits your site. When the model quotes a price you changed last quarter, or a refund policy you never had, you do not see the conversation and you cannot correct it directly. The only lever is finding the page the engine learned it from and fixing that.
Sentiment tracking does not catch this. Sentiment tells you the tone was positive; it does not tell you the confident, positive answer contained a wrong number. That requires checking claims against your own verified content, which is a different capability from measuring presence.
Pick the five questions your buyers actually ask. Run them in ChatGPT, Perplexity and Google AI Mode, and write down who gets named and what is said about you. That is your baseline, and it costs an afternoon.
Then ask what you would do with the result. If the answer is "brief a writer, publish, wait, re-check", count how many tools and people that path crosses. That number is what an all-in-one platform is actually selling against — not features.
The adjacent questions people ask, answered directly.
No. As of September 2026, all three are reporting platforms — they track how AI engines describe your brand and hand the fixing to your other tools. Profound focuses on enterprise-depth analytics including prompt volumes and agent analytics, Peec AI on clean share-of-voice and source reporting, and Otterly on being the simplest way to start monitoring. None offers direct publishing to a CMS or social platforms.
One subscription from €50/month: AI visibility tracking, content generation, publishing to 15 platforms, and revenue attributed to each post. Every plan covers ChatGPT, Perplexity and Google’s AI Overview, AI Mode and Gemini, with more engines available as an add-on.