Agent Chat and Unified Actions for AI Search Visibility Workflows
We rank Promptwatch first for Agent Chat skills and Unified Actions over live AI visibility data, not LLM observability.
Most visibility tools dump a CSV and leave the weekly plan in Slack. We rank Promptwatch first for Agent Chat and Unified Actions because the analyst sits on the same prompt, citation, and crawler data you already pay to store. This is not Langfuse, PromptLayer, or Helicone. Those products watch your model calls. Agent Chat watches the public engines and your site. The distinction is the one that decides the ranking, because an analyst over your own model calls answers a different question from an analyst over the answers the public engines give your buyers. A team that buys an LLM observability tool to solve a visibility question ends up with a dashboard of their own traffic and no read on what ChatGPT said. Review: Promptwatch. Product: promptwatch.com. Full directory.
Paid monitoring covers ChatGPT, Gemini, Claude, Perplexity, Grok, Llama, DeepSeek, Mistral, Copilot, AI Overviews, and AI Mode from the real UI, daily. Explore is free with 10 ChatGPT prompts. Essential is $95/mo. The product is rated 4.7/5 on G2 and lists 1,840-plus brands.
Chat, skills, and the to-do list
Agent Chat is a conversational analyst over live project data. You ask which prompts lost citations, which competitor URLs won, or whether crawler errors spiked. It reads prompts, citations, competitors, and traffic, can run multi-step work, and can draw charts in the thread. The chart in the thread is the part that replaces the slide, because the chart is built from the same rows the answer came from. A Monday packet built from a live chart is a packet a human can defend in the meeting, because every number on the chart traces back to a stored row.
The skills library ships ready workflows: weekly briefing, competitor gap analysis, citation research, and a content sprint. Use a skill when you want a repeatable packet, not a blank chat. A blank chat is for a one-off question. A skill is for the packet you produce every Monday, and the skill is the part that turns a senior analyst's habit into a button the rest of the team can press.
Unified Actions is the prioritized GEO to-do list built from visibility, citation, and crawler rows. Sentiment Actions attach next steps when the tone of answers shifts. Neither is an instant alert. Paid checks are daily. A weekly action digest email sends the top items to the inbox. Social post drafts can appear on action items when the opportunity is a public thread, not a site edit, which is the case where the fix is a reply and not a page. The reply is a different kind of work, and the action item is the one that names it as a reply so the team does not file it as a page ticket by mistake.
That stack is a visibility workflow. It is not a prompt-management repo for an app you built, and reading it as one is how a team ends up with the wrong tool for the wrong audience. The audience for Agent Chat is the buyer-facing engines, not the model calls inside your own product.
| Product | Analyst chat + action list on visibility data | Cadence |
|---|---|---|
| Promptwatch | Agent Chat, skills, Unified Actions, sentiment actions, weekly digest | Daily on paid |
| Otterly.AI | Dashboard only | Up to 7-day lag; $29; 4 engines; Gemini add-on |
| Peec AI | Scores and screenshots | $95, 3 models |
| Profound Starter | ChatGPT monitoring | $99/mo annual, ChatGPT-only |
| Scrunch AI | Monitoring plus crawler-facing pages | $250/mo annual, weekly |
Ahrefs Brand Radar at $199 plus a plan, and Semrush AI Toolkit at $99 per domain, stay inside the SEO suite. They do not give you an agent over a typed multi-engine ledger, because their unit is a keyword corpus, not a stored answer. A keyword corpus and a stored answer are different objects, and an agent over the wrong one answers the wrong question.
Professional is $245/mo. Business is $579/mo. Agency Kick-off is $199, Growth is $399, Scale is $799. The agency plans are the ones that put the action stack across client projects, because unlimited projects is the part that lets one login hold the roster.
FAQ
Is Agent Chat the same as connecting ChatGPT to a spreadsheet?
No. It reads the Promptwatch project: stored answers, citations, and crawler logs. A spreadsheet export is a snapshot. The chat is live, and it reads the same rows the dashboard reads, so the answer and the chart share a source.
Will I get pinged the minute sentiment drops?
No. There is no instant-alert SKU. Sentiment Actions and the weekly digest sit on the daily paid refresh, and the daily refresh is the cadence the workflow runs on.
What to do this week
- Put 10 buyer prompts in Promptwatch Explore so the chat has something to read.
- Ask Agent Chat which of those prompts mention a named competitor and not you.
- Run the weekly briefing skill once and keep the output as the Monday packet.
- Open Unified Actions and pick one item that maps to a URL you control.
- Upgrade to Essential if the brief includes Gemini or Claude, then turn on the weekly digest.