Overview
witn is a specialized billing infrastructure platform designed for companies building AI agents. Founded to address the unique monetization challenges of agentic AI, witn enables outcome-based billing where charges are tied to verified results rather than raw activity metrics like tokens, API calls, or seat time. The platform serves AI-native startups and enterprises across industries such as customer support, coding, SRE, and voice agents. Headquartered remotely, witn positions itself as the billing layer for the agent economy, helping teams define success criteria, forward existing event streams, and automatically resolve billable outcomes with full audit trails.
Services & Expertise
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Outcome Definition Engine: witn allows users to define what a successful outcome looks like in plain English. Teams can set billable conditions using simple rules, decision graphs, or weighted scoring. Conditions are evaluated against incoming event logs, and outcomes transition through pending, confirmed, or failed states based on real-time signal analysis.
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Event Forwarding & Integration: The platform works with existing event tracking systems. It integrates with Segment, Rudderstack, PostHog, and Stripe, allowing teams to send events from their current stack without rebuilding billing logic. Events are processed as they arrive, updating outcome states continuously.
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Settlement Period Management: witn introduces a configurable settlement window (default 72 hours, up to 180 days) that waits after the latest event before finalizing an outcome. This prevents premature billing on reversible actions, such as a support ticket that gets reopened. Every event resets the timer, ensuring only stable results are invoiced.
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Per-Customer Contracts: The platform supports customer-specific terms without code forks. Teams can set custom products, prices, and outcome definitions for each customer, enabling flexible monetization strategies without branching billing logic.
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Simulation & Historical Replay: Users can preview changes before shipping by replaying historical events against modified conditions. This allows teams to see how outcomes and revenue would shift under new pricing models or success criteria.
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Auditable Invoice Line Items: Every charge is backed by an ordered event trail. Each signal and decision is recorded, so teams can answer disputes without digging through logs. This supports revenue recognition under ASC 606 by providing clear success criteria, reversal windows, and evidence for each outcome.
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Real-Time Outcome Resolution: Signals are evaluated as they arrive, so charges reflect the outcome as it happened. This eliminates delayed calculations and manual reconciliation, providing accurate, up-to-date billing.
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Model & Framework Agnostic: witn works with any AI agent that can send an event, regardless of the underlying model or framework. This includes coding agents, customer support bots, SRE tools, voice agents, and more.
How They Work
witn follows a four-step process. First, teams define outcome terms in simple language using the dashboard, specifying what a successful result looks like. Second, they forward existing events from their product or analytics stack to witn. Third, witn resolves outcomes from signal to settlement: each incoming event updates the outcome state until it is confirmed, failed, or settled. Finally, witn produces invoice line items with an auditable event trail behind every charge. The entire process is automated, requiring no manual reconciliation. Teams can change outcome definitions at any time and replay historical events to preview impacts.
Ideal Client Profile
- An AI startup building a customer support agent that wants to charge per resolved ticket rather than per API call or per seat. witn allows them to define a resolved ticket as an outcome that stays closed for a settlement period, ensuring customers only pay for verified resolutions.
- A coding agent platform that needs to bill per merged pull request or per completed task. witn can track events like PR creation, review, and merge, and only confirm the outcome after the settlement window expires without reopens.
- An enterprise deploying SRE agents that wants to charge per incident resolved or per uptime improvement. witn can evaluate complex conditions across multiple signals and provide auditable proof of outcome for enterprise compliance.
- A voice agent provider that needs to bill per successful call outcome (e.g., appointment booked, issue resolved) rather than per minute of conversation. witn can process call events and confirm outcomes based on post-call signals.
- A platform offering multiple agent types that wants to offer per-customer contracts with custom pricing and outcome definitions. witn supports customer-specific terms without code forks, enabling flexible monetization.
Pricing & Engagement Models
witn does not publicly disclose pricing on its website. The company offers a 30-minute demo walkthrough to discuss pricing and implementation. Based on the platform's positioning, it likely uses a subscription or usage-based model tied to the number of outcomes processed or events ingested. The platform is designed to integrate with existing billing stacks, so teams can keep their current invoicing and payment systems while using witn for outcome resolution.
Why Consider Them
witn differentiates itself from traditional usage-based billing platforms like Metronome or Orb by focusing on outcomes rather than activity. While those platforms meter tokens, minutes, and API calls, witn bills verified results, which aligns better with the value AI agents deliver. The platform's settlement period mechanism prevents billing on reversible actions, a common pain point in agent billing. Its simulation and historical replay capabilities allow teams to test pricing changes risk-free. witn is model and framework agnostic, making it suitable for any agent type. The company provides a free downloadable report, "AI Agent Monetization: The Complete Guide," demonstrating thought leadership in the space.








