Building in public: what's shipping next

Usage plan templates

One-click presets for common AI billing models (free trial, credits, PAYG, per-seat + usage).

Stripe setup wizard

Guided setup that creates Stripe meters/prices, validates webhooks, and verifies the first invoice end-to-end.

Budget & limit policies

Define budgets and caps by customer, feature, model, and capability with hard/soft enforcement.

Usage Based Billing Essentials

Allow customers to set plan tiers, and track customer usage against those tiers.

Central operations dashboard

Real-time view of calls, tokens, cost, and errors by customer and AI feature.

Prebuilt Usage Dashboard Widgets

Allow customers to give their users AI usage and billing dashboards.

Overage controls

Block, throttle, bill overage, or enable PAYG when customers hit limits.

Predictive usage intelligence

Forecast future usage and spend in dollars and calls with early-warning alerts.

Usage notifications and alerts

Allow regular AI feature usage and costs to be sent by email.

End-user usage alerts

Allow customers’ users to be alerted about usage forecast for upselling and credit purchasing.

PAYG (Pay as You Go) support

Allow pre-paid AI usage to avoid fronting AI costs.

Custom Meters

Allow custom metering of outcome based usage in application.

Stripe integration

Send and manage usage meters with Stripe.

OpenTelemetry exports

Export calls, tokens, and cost to any OTLP endpoint (Datadog, Grafana, New Relic, etc.).

Anomaly detection

Alert when usage patterns differ from normal.

Developer-friendly API & SDK

Ship metering, limits, and billing quickly with a simple API surface and SDK.

AI Feature Usage Analytics

A dashboard showing what AI features are being used—Google Analytics for AI features with in-depth analysis.

Response quality tracking

Handle application response quality feedback, with visualizations and alerting.

Customer Location Routing

Return customer geography to help applications route to the right geography.

Forecast-to-revenue simulator

Replay historical usage through a proposed plan to estimate revenue, overage, churn risk, and margin.

Self-Serve Credit Storefront

Embed a top-up experience so customers can pre-buy credits, auto-replenish PAYG balances, or gift usage internally.

Model ROI Scorecards

Correlate response quality feedback with spend to spotlight which models deserve premium entitlements or downgrades.

Compliance & Audit Snapshots

Generate exportable reports summarizing policy enforcement, usage, and alerts for procurement or security reviews.

SDK-first metering + auto-instrumentation

Capture tokens, model, latency, errors, and cost automatically for chat/agent calls with minimal code.

Customer identity & tenant mapping

Opinionated mapping from workspace/org to billing customer, plus support for projects/teams.

Incident-aware billing controls

Rules to auto-credit or exclude failed/slow requests from billing with a complete audit trail.

Upgrade nudges toolkit

Drop-in UI + API patterns for upgrade/top-up prompts when customers approach limits (with A/B tests).

Feature packaging studio

Turn AI features, premium models, and capabilities on/off by plan and sell them as add-ons.

Invoice explainability

Drill down from Stripe invoices to the underlying usage events to reduce disputes and support time.

Anomaly root-cause analysis

Explain usage spikes by feature/model/user and recommend guardrails to prevent repeat surprises.