Agent

Ask your Agent. Act with confidence.

The Mentionpath Agent works across visibility, prompts, citations, content, analytics, and site health, helping your team spot what changed, verify the evidence, and move from answer to action.

Start free today Book a Demo

Agent

Northwind Labs · B2B SaaS

Live data

Why did we lose ground on enterprise CRM comparison prompts this week?

Working

Reading tracked prompts across ChatGPT, Gemini, Perplexity, and Google AI Mode
Comparing rank, visibility score, sentiment, and cited sources vs last week
Finding competitors and prompts responsible for the movement

You gained on technical evaluation queries, but HubSpot still wins most comparison prompts because review sites cite it more often. Three prompts account for 62% of the drop — want me to draft a content task to close the citation gap?

Visibility this week

Your brand HubSpot

Visibility

41.2%

+2.1% vs last week

Citation rate

18.4%

−3.8% vs last week

Gap prompts

+4 new this week

Ask about visibility, prompts, site health, or articles…

Grounded in your workspace

The Agent reads live Mentionpath data — not the open web.

Tracked prompts & AI platform runs
Mentions, citations & sentiment
GA4 & Search Console traffic
Site health audits & llms.txt
Article drafts & knowledge base

Context-aware

Open the Agent from any page — it already knows what you're looking at.

Analytics
Prompt detail
Article editor
Site health

Safe by default

Reads return immediately. Writes show a preview card — add prompts, run audits, or edit articles only after you confirm.

Stop guessing. Start asking your visibility data.

Open the Agent from any dashboard page — visibility, prompts, analytics, site health, or the article editor — and get answers tied to the data you're already looking at.

Get started Talk to sales

Answers grounded in your data

Take action using your tracked prompts, run history, audits, and connected analytics.

Explain a visibility drop

Comparison prompts lost ground this week — what happened?

Agent (eg: Claude, ChatGPT, Gemini)

Without your tracking setup, I can only suggest common causes — fresher competitor pages, fewer citations, or shifting buyer questions. Paste a prompt list if you want me to reason from that.

No access to your Mentionpath project or run history
Cannot measure share of voice or citation movement
Next steps stay generic, not tied to your prompts

With Mentionpath Agent

Pulls this week's prompt runs across your tracked AI platforms
Compares visibility, sentiment, and cited domains to the prior period
Isolates the prompts and competitors responsible for the shift

Technical-evaluation queries improved, but HubSpot still leads comparison answers — largely through third-party review citations. Three prompts account for most of the decline. I can open the gap view or queue follow-up work.

View gap analysisQueue follow-up promptsDraft a citation brief

Expand your prompt set

Which buyer questions should we start tracking next?

Agent (eg: Claude, ChatGPT, Gemini)

In most categories, teams track pricing comparisons, feature roundups, and alternative lists — but I would have to guess demand and intent without your search or visibility signals.

No view of GSC demand or existing prompt groups
Cannot rank ideas by commercial intent
Suggestions are brainstorms, not a prioritized backlog

With Mentionpath Agent

Cross-references your topics, GSC queries, and current prompt inventory
Reviews how competitors appear in category-level AI answers
Ranks candidates and separates ready-to-track items from research ideas

There are 38 buyer questions worth adding across your core categories — each tagged with demand and intent. They are grouped into four themes; confirm which set you want live in tracking.

Review 38 candidatesSee demand & intent tagsAdd selected prompts

Plan content from citation gaps

We are missing citations — what should the content team write?

Agent (eg: Claude, ChatGPT, Gemini)

A solid article usually covers the problem, your approach, proof points, a comparison table, and an FAQ. You would still need to map missing sources and schema requirements yourself.

Does not know where you are absent in AI answers
No link to competitor citations or source pages
Delivers an outline, not an scored, answer-ready brief

With Mentionpath Agent

Maps citation gaps on prompts where your brand is missing
Builds a brief with source targets, answer blocks, and schema needs
Opens the draft in the editor and scores AI-readiness gaps

The comparison brief is ready: required sources, answer structure, FAQ schema, and the highest-impact AI-readiness fixes are listed. Your team can edit from the scored draft instead of starting blank.

Open scored draftReview source targetsSee readiness fixes

Prioritize pre-launch fixes

This page goes live soon — what should we fix first for AI search?

Agent (eg: Claude, ChatGPT, Gemini)

Best practice is clear titles, meta descriptions, structured data, internal links, and fast loads. I cannot inspect the URL or your audit history to rank fixes for this page.

Cannot crawl the page or read audit results
No visibility into schema, llms.txt, or indexability
Returns a checklist, not an impact-ranked backlog

With Mentionpath Agent

Checks open issues, schema coverage, crawl signals, and llms.txt status
Links each fix to affected prompts and citation opportunities
Orders work by expected impact on AI visibility, not template order

Before launch, prioritize FAQ schema, stronger citation support, and indexable comparison content — those three matter most for this URL. The top five fixes are ranked; I can start a targeted audit when you confirm.

See ranked fix listPreview FAQ schemaRun targeted audit

From question to confirmed next step

Four beats your team already runs in Mentionpath — visibility, prompts, content, and site health — now in one conversation with the data attached.

Name the decision

Open with what you need to learn or do: a trend that moved, a prompt gap, a page before launch, or a draft that needs fixing.

Query live project data

The Agent reads your Mentionpath workspace — prompt runs, mentions, GA4 and GSC, audits, articles, and competitors — instead of answering from public knowledge.

Review inline proof

Responses include KPIs, charts, cited sources, and deep links to the dashboards and records behind the recommendation.

Confirm before anything changes

When it proposes a write — new prompts, a site audit, article edits — you see a preview and approve or dismiss before anything updates.

One copilot across your Mentionpath stack

Visibility, prompts, content, and technical SEO share the same workspace — the Agent carries context as you move between them, so you never re-export screenshots or re-paste metrics.

AI Search Visibility

Investigate citation shifts, sentiment, and share of voice with charts tied to the prompts you already track.

See visibility features

Prompt Tracking

Expand and refine the question set behind your monitoring — ranked with GSC demand and competitor gaps.

See prompt tracking

AI Content

Go from gap analysis to scored briefs, outline edits, and section-level fixes without leaving the draft.

See AI content

Performance Optimization

Turn audit results into an impact-ranked fix list for the pages that shape how AI models cite you.

See performance tools

Common questions about the Agent

How the in-app copilot uses your workspace, what it can change, and how it fits alongside MCP.

Is the Agent a separate product from Mentionpath?

No. It lives inside the Mentionpath app — a copilot panel you open from any dashboard page. It uses the same project data and permissions as your workspace, not a standalone chat subscription.

What can it read from my project?

Tracked prompts and run history, mentions and citations, competitor benchmarks, GA4 and Search Console when connected, site health audits, article drafts, knowledge base uploads, and workspace opportunities — scoped to the domain you are working in.

Can it change my workspace without asking?

Reads return immediately. When it proposes a change — adding prompts, starting an audit, editing an article section — you see a preview and must confirm or dismiss before anything updates.

Does it know which screen I am on?

Yes. Open it from Analytics, a prompt detail page, the article editor, or Site Health and it picks up that context — active filters, the selected prompt, highlighted draft text, or open audit issues — so you do not re-explain where you are.

How does this relate to MCP?

MCP connects Mentionpath to external assistants like Claude, Cursor, and ChatGPT. The in-app Agent follows the same scoped tool model without leaving the dashboard, plus native flows such as article edits, inline charts, and AEO fix suggestions.

Ready to turn insights into action?

Start free and ask the Agent to research prompts, draft content, and surface gaps — or book a demo to see it work across your workspace.

Get started Talk to sales