Debug non-deterministic AI workflows.

Notrix builds open-source reliability infrastructure for AI systems that do not behave the same way twice.

Run A Run B
retrieve_context retrieve_context
llm_reasoning
llm_reasoning changed
tool_call tool_call
final_answer
final_answer diverged

Traditional observability was built for deterministic systems.

1

Logs show what happened.

Standard logging captures events but lacks the context of non-deterministic branching.

2

Traces show where it happened.

Distributed tracing maps the path, but not the reason for internal logic drift.

3

Notrix explains why two AI runs diverged.

Deep inspection of hidden states, prompts, and model parameters to isolate variance.

OSS CREDIBILITY ANCHOR

Notrix Trax

Open-source AI debugging foundation for capturing, inspecting, and replaying non-deterministic workflows.

Workflow Capture

Automatically record every step, input, and hidden state of your AI agents in production.

Deep Inspection

Visual diffing engine for complex LLM reasoning chains and graph-based state changes.

State Diffing

Trace how hidden prompts or context drift influence downstream tool selection.

Replay & Debug

Isolate and re-run specific nodes with identical state to solve non-determinism.

Applied Product Ecosystem

Real-world AI workflow products powered by Notrix reliability infrastructure.

BotRun Post

Applied AI workflow product for content generation and distribution.

Active

BotRun Mail

Intelligent, deterministic inbox management and automation.

Upcoming

BotRun Meet

Capturing and synthesizing meeting reliability at scale.

Upcoming

BotRun Lead

Systematic, reliable lead generation workflows.

Upcoming