E-commerce

Track brand sentiment across reviews and social

Searches review platforms, social channels, and news sources for any brand or product and compiles every result into a scored sentiment report. Clusters mentions into recurring themes, scores each cluster by sentiment strength, and flags unusual spikes in negative or positive coverage. Returns a dashboard with an overall sentiment score, top themes, source breakdown, and a timeline of activity.

Quick Start

Inputs

  1. A product or brand nameName the product to monitor and optionally competitors, then set a time window and depth; the agent targets the right sources and surfaces what changed.

Outputs

  • Overall sentiment score with spike-alert banner
  • Platform scorecard for G2, Trustpilot, Reddit, HN, and Capterra with trend arrows
  • Sentiment theme chart: positive, negative, and emerging
  • Competitive comparison table
  • Verbatim quote wall with brand and sentiment filters
  • Emerging-themes tracker with source rows
  • Churn-signal list from reviews and social
  • Parseable sentiment.md

A 30-day AI sentiment dashboard comparing OpenAI, Anthropic, Google Gemini, and Meta Llama across 31 signals from Reddit, Hacker News, the news, and more. Includes spike alerts, platform scorecards, a competitive comparison table, a filterable quote wall, and an emerging-themes tracker.

View example on GitHub

How it works

An 8-phase pipeline

  1. Verify accessClaude runs a test Nimble Search to confirm the connector is live before any sweep begins, and guides setup if it is not.
  2. Profile the brandNimble Search identifies the product category, customer type, and ecosystem so Claude can target the highest-signal sources.
  3. Sweep review platformsNimble Search pulls G2, Trustpilot, app-store review snippets, and an array of other sources with Nimble Extract on accessible pages.
  4. Scan social and communityNimble Search and Extract pull Reddit, Hacker News, LinkedIn, Twitter/X, and Blind threads that clear the engagement bar.
  5. Check news and supplementalNimble Search adds news, analyst, Product Hunt, YouTube, and developer-forum coverage on deep runs.
  6. Detect spikesClaude checks for volume surges, viral complaints, and escalation language, raising a spike alert if any threshold is crossed.
  7. Score and themeClaude assigns the sentiment score, clusters positive, negative, and emerging themes, and flags churn language.
  8. Render the reportClaude builds the interactive HTML dashboard inline and writes a parseable markdown report with the full quote inventory.

Stack

Nimble primitives plus the full runtime stack.
Nimble APIs
What it does
  1. nimble_searchRuns review-platform, social, news, and competitor queries with site targeting inside the time window.
  2. nimble_extractPulls full review and thread content from accessible pages that search snippets do not cover.
3rd Party Tools
Role
  1. claude-coworkDrop the skill into Claude Cowork to get an interactive dashboard of Nimble + Claude's output
  2. claude-sonnet-4-6Profiles the brand, scores sentiment, clusters themes, detects spikes, and writes the synthesis.
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