How Barie analyses 6 months of brand sentiment across news, social media, and review sites

Barie scans news outlets, social platforms, and review sites for every mention of your brand across a six-month window. It categorises each mention by sentiment, groups them into recurring themes, flags reputational risks with urgency ratings, and delivers a structured intelligence report where every data point links back to the original source. Not a summary from a third-party aggregator. Your brand’s actual public narrative, sourced and verified.

The problem with how most brands monitor their reputation

A head of communications asked her team for a six-month brand sentiment report before a board presentation. The team pulled data from a paid social listening tool, a press clipping service, and a review aggregator. They spent three days manually reconciling the outputs because each tool used a different sentiment scoring methodology. The social listening tool scored a product recall mention as neutral. The press service flagged it as positive because the recall was handled well. The review aggregator had not indexed it at all.

The final report presented a 68% positive sentiment score. The board asked why one of their biggest reputational incidents of the year barely appeared in the analysis. Nobody had a clean answer.

Reputation intelligence fails when it is assembled from disconnected tools with inconsistent methodologies and no unified source of truth. The data exists. The problem is having all of it in one place, scored consistently, with every claim traceable back to the original mention.

How Barie solves the reconciliation problem: Barie applies a single sentiment scoring framework across every source type simultaneously. A mention in TechCrunch, a tweet, and a Trustpilot review are all scored using the same criteria. The score does not change based on which tool retrieved the mention. Every mention links to the original source so any score can be challenged and verified. No reconciliation required.

Your prompt

Task prompt

“Analyse 6 months of sentiment around our brand across news, social media, and review sites.”

One sentence. Barie sets the six-month retrieval window, activates the Media Watcher Connector for comprehensive brand mention tracking, fires parallel retrieval threads across news, social, and review sources, applies the sentiment framework, surfaces recurring themes, and delivers the full intelligence report with source links throughout. Here is the complete workflow.

1: Media Watcher Connector Activated

Step 1: Media Watcher powers the brand mention retrieval across all source types

The first thing Barie does is activate the Media Watcher Connector. Media Watcher is the intelligence layer that makes this analysis possible at scale. It maintains a continuously updated index of brand mentions across news publications, social media platforms, and review sites. Barie uses it to pull the six-month mention archive for your brand in a single authenticated retrieval rather than individually scraping dozens of disconnected sources.

Six months of data retrieved before analysis begins: Barie does not retrieve mentions incrementally as it analyses them. The full six-month dataset across all source types is assembled first. This means the sentiment scoring and theme clustering has access to the complete picture before drawing any conclusions. Trends that span the full period are visible. A pattern that starts quietly in month one and escalates in month five is visible as a single connected narrative rather than two separate events.

2: Sentiment Scoring and Theme Clustering

Step 2: Every mention scored, every theme identified, every source linked

With the complete six-month mention dataset assembled from Media Watcher, Barie applies the sentiment framework. Each mention is classified as positive, negative, or neutral. Each is then assigned to one or more recurring themes based on the content of the mention. Themes are identified inductively from the data, not from a pre-set category list, which means emerging issues surface even when they do not match a predefined topic.

LunarCrush contributes real-time social engagement weighting so high-reach social mentions are scored proportionally to their reach, not just their text sentiment. Firecrawl captures any review site mentions that are not yet indexed in the Media Watcher archive. The combined dataset is then deduped and cross-referenced so each mention appears exactly once with the highest-quality source attribution.

3: Intelligence Report Output

Step 3: The six-month brand sentiment intelligence report

The report opens with the sentiment breakdown, then surfaces the eleven recurring themes ranked by mention volume, then presents the three reputational risk flags with urgency ratings. Every data point links to the source mention it came from. A board can ask about any finding in the report and the source is one click away.

The theme cards below show four of the eleven recurring themes identified across the six-month period. The green-tagged themes are net positive narratives your communications team can amplify. The red-tagged entries are the reputational risk flags that require active monitoring or response.

The source link is the accountability mechanism: Every theme card, every sentiment category, and every risk flag in the report links to the specific mentions that generated it. The data journalism concern in month five is not a vague flag. It lists the three journalist names, the publication dates, the outlet reach, and links to each article. Your communications team can read the actual pieces before deciding how to respond.

4: Output Across Your Workflow

Step 4: The intelligence report distributed to your communications and leadership tools

The sentiment report goes directly to the tools your communications, PR, and leadership teams use to act on brand intelligence. Barie routes each component to where it creates the most value in your specific workflow.

The full report lands in Notion as a structured intelligence document, with all theme cards, sentiment breakdowns, and risk flags embedded with live source links. For executive presentation, it exports to Google Slides as a board-ready summary deck. The three risk flags go directly into HubSpot as service tickets so your communications team can track their response status. For broader team awareness, a weekly sentiment digest generated from the same data goes to Slack and to your team’s Gmail inboxes every Monday morning.

Amplitude receives the sentiment trend data as structured events so your product team can correlate sentiment movements with feature releases and product changes. For teams managing ongoing media relationships, Attio creates contact records for the journalists and analysts who have written about your brand so your PR team has a direct outreach path for relationship-building or response.

Configure real-time risk alerts, not just monthly reports: Set Barie to monitor Media Watcher continuously and push an alert to Slack and Gmail the moment a high-urgency mention pattern emerges. The six-month analysis gives you the historical baseline. The continuous monitoring catches the next data journalism cluster before it compounds into a crisis. Both run from the same Media Watcher Connector configuration.

What you get

A complete six-month brand sentiment intelligence report covering 4,820 brand mentions across news, social media, and review sites. Sentiment scored consistently across all source types using a single methodology. Eleven recurring themes identified and ranked by mention volume. Three reputational risks flagged with urgency ratings and source links to every mention that triggered the flag. The full report delivered to Notion, Google Slides, HubSpot, Amplitude, and Attio in one session. Real-time risk monitoring configured so the next high-urgency pattern goes straight to Slack before it compounds.

What it would take a communications team three days to assemble from disconnected tools, Barie delivers from one prompt. Every claim sourced. Every risk traceable. No reconciliation between tools with inconsistent methodologies.

The Verdict

A brand sentiment report is only as useful as its sourcing. If a board member asks why a reputational incident scored as neutral, the answer cannot be “because the social listening tool classified it that way.” Barie uses Media Watcher to retrieve every mention from a single indexed source, applies a consistent scoring framework across news, social, and reviews, links every finding to the original mention, and flags risks with enough context for your communications team to act without doing further research. The six-month report and the real-time monitoring run from the same configuration. The intelligence is always current and always traceable.

Barie features used in this task