botanu 0.1.dev63

OpenTelemetry-native run-level cost attribution for AI workflows

botanu SDK for Python

botanu is platform that helps AI companies understand the real cost of their AI features per customer, enabling outcome-based pricing and smarter scaling. This SDK is built on OpenTelemetry for event-level cost attribution for AI workflow. For more email- [e-mail]

Getting Started

An event is one business transaction — resolving a support ticket, processing an order, generating a report. Each event may involve multiple runs (LLM calls, retries, sub-workflows) across multiple services. By correlating every run to a stable event_id, botanu gives you per-event cost attribution and outcome tracking without sampling artifacts.

pip install botanu

One install. Includes OTel SDK, OTLP exporter, and auto-instrumentation for 50+ libraries.

from botanu import enable, botanu_workflow, emit_outcome

enable()  # reads config from environment variables

@botanu_workflow("my-workflow", event_id="evt-001", customer_id="cust-42")
async def do_work():
    result = await do_something()
    emit_outcome("success")
    return result

Entry points use @botanu_workflow. Every other service only needs enable(). All configuration is via environment variables — zero hardcoded values in code.

See the Quick Start guide for a full walkthrough.

Documentation

Topic	Description
Installation	Install and configure the SDK
Quick Start	Get up and running in 5 minutes
Configuration	Environment variables and options
Core Concepts	Events, runs, context propagation, architecture
LLM Tracking	Track model calls and token usage
Data Tracking	Database, storage, and messaging
Outcomes	Record business outcomes for ROI
Auto-Instrumentation	Supported libraries and frameworks
Kubernetes	Zero-code instrumentation at scale
API Reference	Decorators, tracking API, configuration
Best Practices	Recommended patterns

Requirements

• Python 3.9+
• OpenTelemetry Collector (recommended for production)

Contributing

We welcome contributions from the community. Please read our Contributing Guide before submitting a pull request.

This project requires DCO sign-off on all commits:

git commit -s -m "Your commit message"

Looking for a place to start? Check the good first issues.

Community

• GitHub Discussions — questions, ideas, show & tell
• GitHub Issues — bug reports and feature requests

Governance

See GOVERNANCE.md for details on roles, decision-making, and the contributor ladder.

Current maintainers are listed in MAINTAINERS.md.

Security

To report a security vulnerability, please use GitHub Security Advisories or see SECURITY.md for full details. Do not file a public issue.

Code of Conduct

This project follows the LF Projects Code of Conduct. See CODE_OF_CONDUCT.md.

License

Apache License 2.0