Overview
Kernel · Beta v0.2
Beta Access
Backend offline Unable to reach https://web-production-6f080.up.railway.app
1 — Upload & Audit
Upload your customer file (.csv)
Drag your file here or click to select · Max 50 MB
Email normalization... SHA-256 hashing... Segmentation... Waste calculation...
Your data is hashed SHA-256 before processing · EU-hosted · GDPR compliant
CSV Format
Column Status Example
1 — Necessary The Baseline · audit generation
email Unique user identifier Required mario@mail.com
last_order_date Recency · Active / Lost segmentation Required 2024-08-15
acquisition_channel Paid source detection (Meta / Google / TikTok) Required paid_google
2 — Strongly Recommended The Financials · waste in €
cac Cost per acquisition · waste multiplier Recommended 12.50
total_orders Purchase frequency score Recommended 24
total_spent Monetary score · avg LTV Recommended 480.00
first_order_date Customer tenure (seniority) Recommended 2022-03-10
has_app_installed Organic retention · highest waste signal Recommended true
3 — Optional The Strategy · score refinement
last_login_date Non-transactional engagement Optional 2024-09-01
last_email_opened Email engagement signal Optional 2024-08-20
push_opt_in Free channel availability Optional true
days_between_orders Purchase cadence prediction Optional 14
avg_order_value Behavioral forecasting Optional 20.00
platform Technical segmentation (iOS / Android) Optional android
Download sample template (.csv)
How to export from your CRM
  • 1Admin → Customers
  • 2Click "Export" (top right)
  • 3Select export scope → CSV for Excel
  • 1Contacts → Contacts
  • 2Actions → Export
  • 3Include properties: email, createdate, closedate, hs_object_id
  • 1Reports → New Report → Contacts & Accounts
  • 2Add columns: Email, Contact ID, Last Order Date (custom field)
  • 3Run → Export Details → CSV
2 — Audit Results
Total Estimated Waste
Segment Guide
Lost

Users with no recent activity and low return probability.

Active

Loyal users currently engaged with your brand.

Dormant

Users inactive for a significant period.

At Risk

Previously active users showing signs of churn.

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Database
Customers Analyzed
Total users in database
Audience Quality
Audience Contamination Rate
% of your DB hit by paid acquisition ads
3 — Segment Details
Segment ? Customer classification based on engagement score and purchase activity. Ranges from Active (high-value, recent) to Lost (churned, no activity). Users ? Number of customers assigned to this segment out of the total database size. % ? Share of this segment relative to the full customer database. Helps identify dominant customer behaviors. Avg Score ? Composite engagement score (0–100) based on the RFM model — Recency, Frequency, and Monetary value. Higher = more engaged. Avg LTV ? Average Lifetime Value — total revenue generated per customer in this segment. Drives budget allocation decisions across campaigns. Recommended Action ? Suggested marketing action for this segment, inferred from its score profile and churn risk. Provided as a starting point — always validate with your strategy team. Best Channel ? Optimal outreach channel determined by push opt-in rate (≥40%) and recent email engagement (≤60 days). Falls back to paid ads if neither threshold is met.
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4 — Suggested Campaigns
Kernel Kernel

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