CommerceInsight turns messy ecommerce feedback into evidence-backed decisions
Unify reviews, support logs, refund reasons, marketplace exports, competitor notes, and social feedback. CommerceInsight standardizes messy inputs, extracts traceable Evidence, and produces reports your team can audit, share, correct, and improve.
Make product, competitor, content, and support decisions from source-backed evidence instead of one-shot AI summaries.
From raw customer voice to an auditable insight report
The product loop keeps humans in control while preserving every source, mapping decision, extraction job, feedback action, and report snapshot.
Create an insight project
Open a product, competitor, category, or content decision workspace with a clear business question.
Add messy evidence
Upload CSV/XLSX files or paste long text from reviews, support notes, refunds, marketplace pages, and competitor research.
Confirm field mapping
Use deterministic rules and optional AI suggestions, then require user confirmation before extraction runs.
Extract, report, and correct
Generate structured Evidence, review quote-backed conclusions, submit corrections, and preserve rollback history.
Built for real ecommerce operations data
Organize controlled inputs, traceable extraction, privacy-aware handling, and reviewable reports in one workspace.
Evidence first
Every insight is backed by original quotes, confidence, source metadata, and data quality signals.
Human confirmation gates
Low-confidence mappings stay in review until a user confirms them, preventing bad columns from polluting reports.
Operational audit trail
Jobs, feedback, versions, rollbacks, billing usage, report shares, and security events are recorded for review.
Keep decisions reviewable across the team
Move from field mapping to evidence review and reports without losing the context that supports each decision.
Structured intake
Start with reviews, support records, refunds, marketplace exports, or competitor notes.
Mapping review
Confirm how source fields should be interpreted before evidence is generated.
Evidence-backed reports
Deliver report snapshots with source quotes, risks, and next actions.
Correction history
Capture feedback and preserve changes so the team can revisit prior conclusions.
Use cases that match the product's main workflow
Choose a workflow that starts with the customer and market evidence your team already has.
Review evidence mining
Turn marketplace reviews into topics, pain points, selling points, risk signals, confidence scores, and source quotes.
Competitor positioning matrix
Compare competitor evidence by platform, topic, risk, selling point, and quote-backed claim strength.
Support and refund insight loop
Extract repeated complaints from support notes and refund reasons, then route corrections into Evidence history.
Frequently asked questions
How CommerceInsight fits into ecommerce insight workflows.
Open the evidence workspace
Create a project, add evidence, confirm fields, extract structured Evidence, and inspect the report loop.