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AveroLab
betaTarget: Marketing teams, product managers, and founders looking to distill customer sentiment into verified copywriting and evidence-backed marketing collateral.

ReviewFuel

Customer review intelligence platform that transforms authentic feedback into source-linked marketing assets and sentiment insights.

Engineering Value PropositionAn evidence ledger that maintains a cryptographic link between raw customer reviews and downstream marketing copy, ensuring zero hallucinated testimonials.
Live Deployment Verified Case Study Verified: 9/24/2026
Authentic Deployment Capture1440 × 900 · WebP Binary
https://reviewfuel.vercel.app
ReviewFuel review intelligence dashboard and evidence ledger
01 · Operational Challenge

The Problem Addressed

Teams struggle to turn customer praise into usable marketing assets without losing traceability to real customer quotes or resorting to fabricated testimonials.

02 · System Workflow

End-to-End Execution Flow

  1. 1Ingest customer reviews via CSV upload or structured API connection
  2. 2ReviewFuel analyzes sentiment, extracts recurring themes, and categorizes feedback
  3. 3Select specific source reviews to anchor marketing asset generation
  4. 4Export verified proof-backed testimonials, case study snippets, and feature insights
03 · Core Capabilities

Verified Technical Features

  • Source-connected evidence ledger binding generated claims directly to ingested customer reviews
  • Multi-channel review ingestion from CSV, direct input, and authorized API endpoints
  • Automated sentiment classification, keyword extraction, and topic clustering
  • Marketing asset generator producing social proof snippets with verifiable quote references
  • Multi-tenant analytics dashboard displaying sentiment trajectories and feature requests

Technical Architecture

React 19 single-page application communicating with an Express REST API. Drizzle ORM manages relational review schemas and evidence link tables on PostgreSQL. Sentiment models process review batches asynchronously.

AI Integration:

Natural language processing models extract sentiment polarity and topic clusters from verified review text. Generative copy tools strictly reference cited source reviews.

Security Posture

Multi-tenant database schema isolation, sanitized input parsing for CSV/JSON ingestion, and authenticated REST endpoints with rate limiting.

Status:Verified allowlist boundaries & CSRF / origin validation.
04 · Verified Technology Stack
React 19ViteTypeScriptTailwind CSSExpressNode.jsDrizzle ORMPostgreSQLOpenAI API
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