Review Judge 3D Amber Cube
VIP Reviews JudgeEscalate high-threat complaints

Intercept viral customer backlash before it hits social media.

Browser-first privacy: Your source CSV remains on your device. MiniJudge only transmits rows needed for active judgement.
How we handle data →
Or try with an instant preset:

When to use VIP Negative Review Escalator

Daily executive reputation risk briefing

Fast-track customer service recovery for high LTV accounts

Detect counterfeit seller complaints on marketplace listings

The True Cost of Dirty Data•Why spreadsheet filters fail

Why standard spreadsheets and manual sorting fail on VIP Negative Review Escalator

The Latency & Fatigue Bottleneck

When operations or revenue teams download raw data dumps with 2,000 to 25,000 rows, team members spend an average of 4.5 hours manually skimming rows, applying ad-hoc Excel autofilters, and deleting records. Human decision fatigue sets in after only 200 rows, leading to false positives and accidental deletion of valuable accounts.

Downstream API & Credit Waste

Uploading unfiltered CSVs directly into downstream enrichment platforms (such as Clay, ZoomInfo, or email verification tools) burns credits on contacts you will never reach. At an average of $0.15–$0.40 per enrichment lookup, running a dirty list wastes hundreds of dollars in under five minutes.

The 4-Stage Decision PipelineDeterministic System 1 Engine
STEP 01

RFC 4180 Ingestion

Streams raw CSV bytes into an in-browser Web Worker, automatically removing UTF-8 BOM signatures and preserving multiline quotes.

STEP 02

Natural Language Compile

Gemini Flash compiles your plain-English prompt into structured rule trees, exclusion lists, and weighted signal dictionaries.

STEP 03

Zero-Cost Evaluation

Needle System 1 classifies 1,000 rows in ~8ms with 0 token consumption. Your raw data never leaves your browser sandbox.

STEP 04

CWE-1236 Clean Export

Sanitizes dangerous spreadsheet formula prefixes (=, +, -, @) and delivers ready-to-import CSVs.

No Recurring SaaS Subscriptions

Pay only for what you export. Free 100 rows preview always included.

Starter Tier
€1.99

Up to 1,000 rows exported. Ideal for targeted prospect lists and weekly bug triages.

Pro Tier
€4.99

Up to 5,000 rows exported. Perfect for monthly support ticket dumps and catalog cleanups.

Scale Tier
€14.99

Up to 25,000 rows exported. For comprehensive vendor audits, log analysis, and CRM migrations.

Frequently Asked Questions

Why not just read all 1-star reviews?

Large brands receive hundreds of reviews daily. This isolates the 2% that pose actual legal, financial, or PR danger.

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