%20(1).png)
Profit Leakage Recovery for AI: 7 Steps to Recover Margin
Follow a 7-step profit leakage recovery process for AI products, including detection, reconciliation, credit corrections, and request-time enforcement.
The 6 best usage-based billing software platforms for AI companies in 2026, compared on pricing, deployment, features, and real user reviews.
.png)
A flat subscription plan breaks the moment a customer's usage stops resembling the average it was priced around, and finding a replacement typically falls to whoever complained about it loudest.
Here's what each of these six usage billing software platforms handles well, where it falls short, and who it's built for.
Disclaimer: Prices are subject to change. Always verify current pricing on each vendor's official website before making a purchasing decision.

What it does: Metronome meters high-volume usage events and converts them into billable line items, with SQL-based tools for defining custom billable metrics.
Best for: Teams already running payments through Stripe who need usage metering built to handle high-volume AI event traffic.
Metronome's client list includes OpenAI, Anthropic, Databricks, and Nvidia, which reflects the kind of usage volume it's built to handle.
Stripe completed its acquisition of Metronome in January 2026, in a deal reported at roughly one billion dollars, and Metronome's roadmap is now inside Stripe's broader billing strategy.

Pro: “Metronome has excellent credit system handling”
Con: “Their discount engine is flexible but honestly took our team longer to configure than we hoped.” - [u/DimensionIcy8750, Reddit User Review, July 4, 2025]
Metronome’s Starter plan charges 0.8% of billing volume plus $0.04 per 1,000 ingested events. The Custom plan has no published price, so businesses need to contact Metronome for a quote.
I'd recommend Metronome to teams that need SQL-level control over how usage gets defined and priced, and that expect pricing to change often enough that backdating and iterating metrics without pipeline rework becomes a real requirement.
If your pricing model is simple and unlikely to change much, the SQL and engineering dependency here is probably more than you need.

What it does: Orb stores usage events at full, individual granularity instead of pre-aggregating them, so invoices can be corrected, backdated, and audited after the fact, and proposed pricing changes can be tested against real historical usage before they go live.
Best for: Enterprises that want to test proposed pricing changes against real usage data before launching them, and that are comfortable evaluating a product now owned by a payments company instead of an independent vendor.
Adyen closed its acquisition of Orb on July 1, 2026, in a deal valued at $335 million, and Orb now operates under Adyen's ownership, run initially under what Adyen has described as an incubator model to preserve product continuity.

Pro: “Orb is the source of truth for all of our invoicing. It makes it easy to understand which invoices are still outstanding for accounts receivable operations.”
Con: “When we first connected to QBO there were a few hurdles to overcome. This was more a function of QBO usability. The Orb team was great and helped us through those.” [Sam S., G2 Review, February 2, 2024]
Orb does not publish fixed pricing. All plans use custom pricing, with Core, Advanced, and Enterprise tiers that add progressively more integrations, support, and enterprise capabilities.
I'd recommend Orb to enterprises that want pricing simulation and custom metric flexibility, especially if you're already comfortable working with Adyen for payments. If PSP neutrality matters to you specifically, the Adyen acquisition is worth weighing carefully before committing.

What it does: Lago ingests usage events, calculates charges against billable metrics and pricing plans, and generates invoices, supporting self-serve, sales-led, subscription, credit, and usage-based models across multiple products, entities, and currencies, either self-hosted or through a managed cloud option.
Best for: Engineering teams that want full control over their billing infrastructure and don't want a payment processor's acquisition to determine their billing roadmap.
Lago is backed by Y Combinator and used by AI companies including Mistral, Groq, and Together.ai. The self-hosted version runs under an AGPLv3 license with no per-transaction fees, and its core metering engine handles a high volume of events per second.

Pro: “Lago gives us full control over our billing stack while staying developer-friendly. The fact that it’s open-source and self-hostable was a game-changer for our team, especially with GDPR constraints and growing infra complexity.”
Con: “There’s a slight learning curve if you’re moving from Stripe Billing or Chargebee. Lago is flexible, but it requires thoughtful integration. That said, it’s worth it if you want control.” [Antoine P., G2 Review, September 16, 2025]
Lago does not publish fixed pricing. Its Premium plan uses custom pricing and is available through Cloud Deployment or Self-Hosted Deployment, with pricing available by contacting sales.
I'd recommend Lago to engineering teams that want to own their billing infrastructure outright, without a payment processor's acquisition later deciding the roadmap for them.
Between the throughput it's built for and the production usage it already reports, it holds up as a serious option even for high-volume, custom usage models, provided your team is comfortable with the responsibility that comes with self-hosting.

What it does: Chargebee handles usage ingestion, metering, pricing, billing, and revenue recognition together, alongside its original subscription and recurring billing engine, with quoting and contracting tied directly into the same system.
Best for: Companies that need usage-based billing to work alongside subscriptions and negotiated enterprise contracts, without building separate metering infrastructure from scratch.
Chargebee also handles quoting, renewals, and revenue recognition in one system, which makes it a common choice for companies running both self-serve plans and negotiated enterprise deals side by side.

Pro: ”I find the overview in Chargebee quite good. I like how easy it is to create new products and so on. The initial setup of Chargebee was actually quite simple and the app is super fast.”
Con: “On the one hand, I find that the Salesforce Cloud Integration is not working and that the feature is also not functioning perfectly. Additionally, since we are in the German market, the integration of SEPA mandates from the admin side is not well regulated.” [Verified User in Financial Services, G2 Review, July 14, 2026]
Chargebee’s Flow plan starts at 0.80% of monthly billing value with no platform fee and includes 100M usage events per month. A monthly commitment option charges $99 plus 0.65%, while Enterprise Plus uses custom pricing.
I'd recommend Chargebee to companies that need usage billing, prepaid credits, and entitlements working alongside subscriptions and enterprise contracts in one system, without a separate build-out for each.
If your business is usage-only with no subscription component at all, confirm the metering engine's throughput matches your actual event volume before committing.

What it does: Maxio meters usage, rates it against a configured pricing model, generates invoices, processes payments, and runs GAAP/IFRS-compliant revenue recognition on that same billing data, so usage-based pricing and financial reporting run through one system instead of two.
Best for: B2B companies that need usage billing and revenue recognition working together, without hiring a separate team to reconcile the two.
Maxio formed from the merger of Chargify (subscription billing) and SaaSOptics (revenue recognition), and it still shows in the product: billing and financial reporting live in the same system instead of as bolted-together tools.

Pro: “What I like most about Maxio is the ease of being able to look up an invoice or subtask subscription really easily while I'm on a call with a client. I can review an invoice quickly, within about two minutes, and access contact information easily. The platform is really easy to use.”
Con: “I think one thing that doesn't work well with Maxio is having so many different options. Sometimes I don't know what those options are, and I click on those options, and it will tell me, like, hey. You don't have access to this part of Maxio. I guess the lack of information on what each tool represents. It would be helpful if we could toggle over it and get a snippet of what it means.” [Yessie Z., G2 Review, February 27, 2026]
Maxio publishes a Grow plan at $599 per month for up to $100,000 in monthly billings, plus a free Build sandbox for testing. The Scale plan, which includes advanced revenue recognition, accounts receivable, multi-entity support, and metering, is quote-only above that volume.
I'd recommend Maxio to B2B companies that need usage billing and revenue recognition working together without hiring a separate team to reconcile them.
If real-time enforcement of usage limits matters more to you than invoicing and revenue reporting, pair it with a dedicated entitlements layer instead of expecting Maxio to cover that.

What it does: Zuora is an enterprise order-to-revenue platform that reconciles subscriptions, one-time charges, and usage under strict financial controls, with mediation, rating, quoting, and revenue recognition in one system, alongside integrated CPQ and payments orchestration.
Best for: Large enterprises with dedicated billing operations teams, complex multi-product catalogs, and audit-ready reporting requirements.
Zuora Billing handles usage metering and rating natively, without requiring a separate mediation tool, and supports account hierarchies for parent-child billing relationships common in enterprise contracts.

Pro: “The flexible pricing models is the best thing about Zuora. Being able to support multi-faceted pricing plans and renewals without a lot of manual work is what stands out. The dashboards and reporting capabilities give good visibility into metrics and KPIs.”
Con: “Like any new software, Zuora can be overwhelming. It has kind of a steep learning curve. Some of the UI isn't very intuitive, so if you haven't worked with complex SaaS systems before, you might struggle. Because of many custom integrations, our use case took more developer time than expected. The cost is high as well.” [Verified User in Online Media, G2 Review, September 11, 2025]
Zuora does not publish fixed pricing. All plans use custom pricing, with quotes available by contacting sales based on your billing, monetization, and enterprise requirements.
I'd recommend Zuora to large enterprises that genuinely need its depth of revenue recognition, CPQ, and ERP integration, and have a dedicated team to manage implementation. For smaller or mid-market teams, the setup cost and complexity are likely more than the job requires.
The right choice depends more on your deployment preferences, existing stack, and who owns pricing changes than on any single best answer.
Choose Metronome if you:
Choose Orb if you:
Choose Lago if you:
Choose Chargebee if you:
Choose Maxio if you:
Choose Zuora if you:
Skip this category entirely if:
For most AI companies with genuinely high-volume, variable usage, Metronome or Lago are the strongest starting points. Metronome is best if you're fully in the Stripe ecosystem already, Lago if you want to own your infrastructure outright.
Chargebee is a strong fit if you need usage billing working alongside subscriptions and enterprise contracts in one system, and Maxio is the better pick if revenue recognition and financial reporting matter as much as the billing itself.
Zuora remains the right call for complex enterprises, provided you have the dedicated expertise to run it.
Orb is excellent for pricing simulation and custom metric flexibility, but comes with one real tradeoff worth weighing directly against your own constraints: ownership by a payments company now sits behind the product.
Every platform on this list answers some version of "what should this customer be charged." Deciding whether a specific request should be allowed before that cost is incurred is a different question, one none of them are built to answer.
Stigg is the usage runtime for AI products. Entitlements, credits, usage limits, and spend governance are enforced synchronously in the request path.
You don't have to adopt all of it at once. The credits engine, entitlements, and metering can each be adopted independently, and many teams start with a single SDK integration before layering in more:
Picking a usage-based billing software from this list solves half the problem. The other half is what happens the moment a request comes in. See the Stigg docs for details on entitlements and usage-based governance.
Metronome and Lago are generally the strongest fits for AI companies with high-volume, variable usage. Metronome suits teams already committed to Stripe, while Lago suits teams that want open-source, provider-agnostic infrastructure they control directly.
The main difference between usage-based billing software and a payment gateway is function. A payment gateway processes the transaction itself, while usage-based billing software decides what to charge based on metered consumption and generates the invoice the gateway then collects on.
No. Most usage-based billing software generates invoices after usage has been recorded. Deciding whether a specific request should be allowed the moment it happens typically requires a separate, real-time entitlements layer running alongside it.
It varies by vendor and volume. Some platforms publish real starting prices, Chargebee’s Flow plan starts at 0.80% of monthly billing value with no platform fee and includes 100M usage events per month, while its monthly commitment option costs $99 plus 0.65%.
Maxio’s Grow plan starts at $599 per month for up to $100,000 in monthly billings. Others, including Orb, Lago's Premium plan, and Zuora, use custom pricing available only through a sales conversation.