What's a credit?

A credit is our unit of pricing. When you run an analysis, it costs credits. The cost is calculated automatically from how much AI processing and compute the module actually uses in production. You always see the credit cost before running an analysis.

Key principle: You only pay for reports you're happy with. You always see the credit cost before running an analysis. If a report doesn't meet your expectations, click "Report an Issue" and you instantly get a free re-run of the same analysis. If the re-run still isn't right, we'll refund your credits.

How module costs are calculated

Every module cost is derived from a single baseline: a standard Linear Regression report. We measure what it actually costs to produce that report in production, then scale every other module relative to it.

Two factors determine the cost:

75%

AI Insight Complexity

How many AI-generated insight cards the report produces, and how much context each card needs. A correlation report with 6 cards costs less than a regression report with 13 cards analyzing residuals, cross-validation, and prediction intervals.

25%

Compute Usage

How long the statistical analysis runs. A t-test finishes in 3 seconds. A time series forecast with cross-validation can run for 30 seconds. Longer compute = higher cost.

The Formula module_cost = (ai_ratio × 75%) + (cpu_ratio × 25%)

where:
  ai_ratio  = module's AI cost ÷ baseline AI cost
  cpu_ratio = module's compute time ÷ baseline compute time
  baseline  = Linear Regression report (the reference point)

A module that uses half the AI of a linear regression and runs twice as fast costs roughly half as many credits. A module that generates more insight cards and takes longer costs more. The formula scales proportionally.

What this looks like in practice

Simpler analyses with fewer insight cards cost less. Complex multi-section reports with longer compute cost more. Here's the general range:

Correlation
Lower
T-Test
Lower
Random Forest
Mid
Linear Regression
Baseline
ARIMA Forecasting
Mid-High
Promotional Analysis
Higher
Auto Profiler
Highest

The exact credit cost for every module is shown before you run it — in the tool discovery results and on the confirmation screen. No surprises.

How much do credits cost in dollars?

Credits come in packs. The base rate is $0.01 per credit (500 credits for $5). Larger packs ladder down to $0.0065 per credit at the top of the range. Credits never expire.

PackPriceCredits$/creditDiscount
Starter$5500$0.0100base
Regular$131,500$0.008713% off
Popular$405,000$0.008020% off
Power$11015,000$0.007327% off
Volume$32550,000$0.006535% off
Need more credits at the best rate? Subscribe. Pro ($99/mo) includes 17,000 credits at about 42% off the PAYG base rate, plus a permanent report archive and Sonnet-grade AI insights. Business ($499/mo) includes 90,000 credits at 45% off, plus live connectors, the AI agent in the webapp, and a 20-minute onboarding call. Compare all plans →

What does a module actually cost?

Every module's credit cost is calculated from its real production data and re-pegged periodically to the linear regression baseline. Today, the range looks like this:

You always see the exact cost before you run anything. And creation is only charged when the new module reaches the complete state — failed builds are absorbed on our side.

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 formula is automatic — costs are always pegged to the linear regression baseline.

Your credit pack price never changes. If you buy credits at a given rate, those credits are yours at that rate. Only the module costs in credits may shift over time as modules are optimized. You always see the current cost before running.

Satisfaction guarantee — only pay for reports you like

Every report has a "Report an Issue" button. If a report doesn't deliver — a chart didn't render, the analysis wasn't useful, or something went wrong — click it and you instantly get a free re-run of the same analysis. Try different parameters, adjust your data, run it again at no cost. If the re-run still doesn't meet your expectations, we'll refund your credits. You only pay for reports you're happy with.

2,000 welcome credits on signup

New accounts receive 2,000 credits on signup — enough for about 10 module runs or 2 custom module creations, or any mix. No credit card required. See the report quality before you buy anything.

Cited reports are retained forever

On Pay As You Go, reports are kept for 1 year. But once you cite a report — generate a citation for it, share it via a link, pin it, export it to PDF with methodology, or reference it in another analysis — it switches to permanent retention regardless of your tier. Cited reports represent commitments (to a paper, a board deck, a client deliverable) and we will not quietly delete them. This is core to the "reproducible analysis archive" product promise.

On Pro, Business, and Enterprise, every report is retained forever whether it's been cited or not.

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