What's a credit?

A credit is our unit of pricing. When you run an analysis, it costs credits. The cost depends on the module's complexity — how much AI processing, how many insight sections, and how much compute time the report needs.

Key principle: You always see the credit cost before running an analysis. You're never charged without knowing the price first. If a report doesn't meet your expectations, you can request a refund.

How much do credits cost in dollars?

Credits come in packs. The more you buy, the cheaper each credit gets:

PackPriceCreditsApprox. Reports
Starter$4.99500~2-5 reports
Popular$24.993,000~15-30 reports
Best Value$79.9910,000~50-100 reports

Subscribers (Academic $29/mo, Business $79/mo) get 10 guaranteed reports per month at no credit cost — any module, any complexity. Only overage reports beyond 10 use credits.

Why do modules cost different amounts?

Each module generates a different number of AI insight sections and takes different amounts of compute time. A simple correlation runs in 4 seconds with 6 insight cards. A multi-model time series forecast runs for 28 seconds with 13 insight cards. The credit cost reflects this real difference in resources.

We score every module on a 1-100 scale across three factors:

These scores determine which of 5 cost tiers the module falls into:

The 5 cost tiers

TierCreditsApprox. $What's in itExamples
Quick 100 ~$0.90 Fast, simple analyses. Few insight cards. Correlation, t-test, Mann-Whitney, Kruskal-Wallis, k-means clustering, Shopify AOV, Data Explorer
Standard 200 ~$1.80 Core statistical methods. Moderate insight depth. PCA, Naive Bayes, Cox Survival, ANCOVA, Isolation Forest, Shopify Geographic, Stripe MRR, Price Elasticity
Research 300 ~$2.70 Deeper models. More compute, more insight sections. Random Forest, XGBoost, Ridge/LASSO Regression, Churn Prediction, ICC Reliability, Simple Trend, Pivot Summary
Advanced 400 ~$3.60 Complex multi-section reports. Longer compute. ANOVA, Chi-Square, Attribution, Revenue Forecast, ROAS Efficiency, Auto Profiler, Cross-Platform Content, Holm-Bonferroni
Premium 500 ~$4.50 Full multi-model reports. Maximum insight depth. Time Series Forecasting, RFM Segmentation, Exploratory Analysis, Linear Regression, Categorical Analysis, Promotional Analysis, SLA Analysis

Do costs change?

Module credit costs are recalculated periodically based on actual production data. As we optimize a module (fewer AI calls, faster execution), its cost may decrease. If a module gets more complex (additional insight sections, deeper analysis), its cost may increase. The scoring is automatic — we don't manually set prices per module.

Your credit pack price never changes. If you buy 1,000 credits for $9, those credits are yours at that rate forever. Only the module costs in credits may shift over time. If a module drops from 300 to 200 credits, you benefit. If it rises, you see the new cost before running it.

What about subscribers?

Academic ($29/mo) and Business ($79/mo) subscribers get 10 guaranteed reports per month. Any module, any tier — no credit cost. The subscription is the tier: it unlocks module families (research, business) and AI quality levels (Sonnet, Opus).

If you run more than 10 reports in a month, additional reports are charged as overage credits at your tier's discount rate:

Satisfaction guarantee

Every report has feedback buttons on each slide (thumbs up/down) and a "Request a refund" link at the bottom. If a report doesn't deliver — a chart didn't render, the analysis wasn't useful, or something went wrong — request a credit refund directly from the report page. We review requests and credit your account.

We read every piece of feedback. Your input directly improves the modules.

Free credits on signup

New accounts receive 300 free credits — enough for about 3 reports. No credit card required. Use them to see the report quality before you buy anything.

Start Free — 300 Credits, No Card Required
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