Niblin
Niblin vs Polar Analytics

Polar shows dashboards. Niblin tells you what they mean.

Polar gives you clean dashboards for your Shopify data. Niblin gives you an AI agent that monitors your entire business, sends you a daily briefing, explains why metrics changed, and shows what every order actually made you.

Built for D2C brandsDaily briefing, in-app and by email
AI-powered daily briefing
Feature comparison
Capability
Polar Analytics
Niblin
AI analytics agent
Proactive monitoring + natural language chat
Automated daily briefing
Health score, verdict, and one recommended action, in-app and by email
Root cause analysis
Deterministic RCA with metric decomposition
Dashboard & reporting
Pre-built dashboards with custom views
Workspaces for revenue, marketing, customers, products, operations, and finance
Anomaly detection
Basic threshold alerts
Statistical anomaly detection with severity scoring
Per-order profit
Profit reports
Every order costed, including Amazon marketplace and FBA fees
Attribution models
Pixel-based attribution
First-touch and last non-direct, compared with what each platform claims
Customer analytics
LTV and cohort reports
RFM segmentation, transition alerts, cohort retention curves
Product analytics
Product performance reports
Sell-through, days of cover, dead stock, low-stock alerts
Creative fatigue detection
Fatigue scoring with replacement urgency
Operations & COD
Courier scorecards, delivery-stage timings, COD settlement reconciliation
Supplier costs
What each supplier you buy from costs you
Vendor scorecard
Revenue, return rate, and concentration risk by vendor
Data integrations
Shopify, Meta, Google, TikTok, Amazon, Klaviyo
Shopify, Amazon, Meta, Google Ads, Amazon Ads, GA4, Klaviyo, Shiprocket
Natural language queries
50+ analytical tools via chat
Setup time
~20 minutes
~15 minutes
Key differentiators
Proactive anomaly feed

Agent, not dashboard

An AI agent that watches your business so you don't have to stare at charts.

Polar requires you to open dashboards, interpret charts, and spot problems yourself. Niblin monitors every metric across every domain each day and surfaces what matters (anomalies, trends, and opportunities) before you even log in.

  • A ranked feed of what changed, ready when you open Niblin
  • Cross-domain signals connect marketing spend to revenue to customer health
  • Severity scoring separates critical issues from noise
  • Natural language chat for ad-hoc questions without building a report
Daily briefing output

Daily briefing

Your business review, written and waiting in your inbox.

No analytics platform generates a cross-functional briefing. Niblin reads signals from revenue, marketing, customers, and operations every day and writes a short verdict your leadership team can read in a minute, with one clear action to take.

  • Health score and plain-language verdict on the whole business
  • One recommended action, ranked by business impact
  • Written for operators and leadership, not analysts
  • Delivered in-app and by email, every day
Per-order profit breakdown

Profit you can trust

See what every order made you, after every cost.

Polar shows revenue and blended margins. Niblin costs every order (product cost, shipping, payment fees, discounts, and Amazon marketplace and FBA fees) and rolls it into a finance overview and P&L waterfall.

  • Full cost breakdown on every Shopify and Amazon order
  • Finance overview built around operating profit
  • Supplier costs and COD settlements reconciled
  • Cumulative profit against the prior period
Get started

Go beyond dashboards.

Connect your store and see what an AI analytics agent can do that dashboards alone cannot. Live in 15 minutes.

Built for D2C brandsDaily briefing, in-app and by email