APRIL 5, 2026Major Release

Ask Live Brand Questions With VueLeaf MCP

VueLeaf MCP is a read-only connection that lets your team ask an AI assistant about reputation, share of voice, sentiment drivers, competitor movement, and supporting posts using live VueLeaf data.

What VueLeaf MCP gives your team

MCP is a standard way to let an AI assistant read live software data. With VueLeaf MCP, your team can ask about the current workspace instead of relying on screenshots, copied notes, or last week's export.

Access

Read only

The assistant can read the current workspace, but it cannot change keywords, alerts, or reports.

Questions

Live brand questions

Teams can ask about risk, mentions, competitors, sentiment, momentum, and recent changes from the same workspace.

Answer context

Current window shown

Each answer shows which workspace and date window it used, plus when the data was last refreshed.

Proof

Supporting posts included

When the answer needs proof, VueLeaf can return the posts and source context behind the summary.

Questions teams can ask right away

This works best for the questions brand, insights, and ops teams ask every week. Instead of opening several tabs and rebuilding the same summary by hand, they can ask once and then drill into the supporting posts.

What changed for our brand today?

Use the daily brief and smart insights to summarize the newest movement before a leadership update, retailer call, or internal stand-up.

Are we gaining or losing ground?

Pull share of voice and market momentum into one conversation so the team can compare its position with tracked competitors without rebuilding the analysis manually.

Why did sentiment move?

Use sentiment attribution and source breakdown to see which forums, topics, or author groups pushed the change.

Show me the posts behind this issue.

Search mentions directly from the assistant to pull the supporting threads when someone asks for examples, proof, or edge cases.

What is driving risk right now?

Pull the current reputation risk score, the contributing signals, and the underlying evidence so the team can decide what to inspect next.

Why the answers are easier to trust

The assistant does not just return a conclusion. VueLeaf also returns the workspace it used, the date window, how current the data is, warnings, and the posts behind the answer when needed.

Less prep

Answer live questions without exporting a dashboard first

Teams can keep working in their assistant while still pulling current VueLeaf context instead of relying on stale screenshots, PDFs, or copied notes.

Clear access

Keep the assistant inside the current workspace

The assistant sees the same authorized workspace context the user can access, which keeps the integration narrower and easier to govern.

Clear proof

See what data the answer came from

VueLeaf shows the date window, refresh time, warnings, data coverage, and supporting posts so the team can review the answer instead of taking it on faith.

Why this matters to cannabis brands

Brand teams do not need another dashboard here. They need faster answers before meetings, launches, and issue reviews, without losing the evidence behind the answer. VueLeaf MCP helps with that while keeping the connection read-only.

What teams can do now

Ask natural-language questions about reputation, competitors, sentiment, risk, and recent changes from an AI assistant that supports MCP.
Use the assistant to prep for leadership updates, partner calls, launch reviews, and issue triage without rebuilding the same analysis by hand.
Move from a broad question into supporting mention evidence faster when someone asks for proof.

What the assistant can't do

It cannot change keywords, alerts, or reports in this release.
It reads one current workspace at a time instead of blending data across brands or teams.
Human review still matters before acting; the answer is meant to speed up analysis, not replace judgment.

Request an MCP walkthrough

VueLeaf MCP is live as a read-only connection for AI assistants that support MCP. Request a demo if you want to see the setup, the kinds of questions it answers well, and how each answer links back to the posts behind it.

If you want the fuller buyer-facing explanation, read the VueLeaf MCP guide for cannabis brands.

Read-only by design: the assistant can inspect the current workspace, but it cannot change keywords, alerts, or reports through MCP.
Request a demo