Review Cleaner & Deduplicator - $0.02
Pricing
from $11.00 / 1,000 actionable review alerts
Review Cleaner & Deduplicator - $0.02
Bring your own review rows from any source and get one clean normalized schema back: rating, title, text, author, date and a stable record id, with duplicates removed. Optionally diff two pulls to isolate genuinely new reviews. Pricing: $0.02 per result. First 10 results free.
Pricing
from $11.00 / 1,000 actionable review alerts
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omar khandji
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Review Change Monitor — Voice of Customer Alerts (Vigia)
Turn any review dataset into actionable alerts: only newly observed reviews, prioritized by urgency — 1-star spikes, refund threats, standout praise. Deduplicated and charged only on real changes. Ideal for reputation-management and customer-support agents.
Free tier — 10 results free on every run
The first 10 results of every run are free, on every run you ever make — not a one-off trial. Run it on your own subjects and see the real output before you are billed for a single result.
One guard: the free allowance never covers more than half of a run, so a run returning 6 results gets 3 free. That keeps the offer sustainable.
What it does
Normalize any review dataset into a clean new-reviews delta. You get only what changed since your last check — never a full re-dump to diff yourself.
Why Vigia — 5 advantages a raw scraper can't match
- You pay the alert price only for real change. New-review alerts are billed only for genuinely new reviews since your last check. A quiet run bills just the small source-check fee (the cost of looking) — never the alert price on unchanged data. Raw scrapers bill every row of a full re-scan every run.
- Never billed on a failed source. The source check is charged only when the source actually responded. If it's down, you don't pay for our outage.
- Append-only delta + spike signal. The first monitored run stores a free baseline; later runs deliver only what's new, plus a velocity-spike alert when volume suddenly surges (trend / review-bomb / hiring-surge).
- Hard cost cap you control. Set
maxTotalChargeUsdand the run can never bill above it — predictable spend, no surprise invoice. - Agent-ready output. Clean, normalized rows and a
RUN_SUMMARY.jsonwith ready-to-use signals — chainable from any MCP / A2A agent in one step.
Example input
Set monitorEnabled: true so the first run stores a free baseline and later runs return only new results. Pin a monitorId to keep separate targets from sharing state.
Output
Each row is a normalized change record: record_id, review_id, rating, severity, topic, actionable, signals, text. A RUN_SUMMARY.json accompanies every run with the aggregated signal (counts, velocity spikes, trend).
How you're charged
- Review alert — billed once per new review (the only charge).
- Bring-your-own dataset — you pass the records in, so there is no upstream fetch and no source-check fee.
- A run with no new reviews costs $0.
Part of the Vigia monitoring suite — change-only billing, outage-safe, agent-ready.
Related scrapers
Same data, other sources — all with the same free tier, the same clean schema and the same pay-only-for-what-you-get billing:
