New Module

Agentic Operations Intelligence

Traditional telemetry tells you what your AI agents did. Px Agentic Ops tells you why they cost so much — and exactly where to fix it.

Transforming raw agent event logs into visual process flows to identify the "Rework Tax" and optimise execution logic.

Agentic Operations Intelligence — process flow from agent traces
The Problem

AI agents don't behave like chatbots — but most teams treat them the same

As organisations deploy AI agents at scale, costs become unpredictable and difficult to control. The agent controls its own execution loop — and you only see the bill.

Simple Chatbot — Predictable

  • Fixed system prompt ~500 tokens
  • Single-turn responses ~1,000 tokens/interaction
  • No tool usage — pure text generation
  • Linear, predictable costs $0.02–$0.05 per conversation

AI Agent (ReAct) — Uncontrolled

  • !
    Large system prompt 5,000+ tokens
  • !
    Multi-step reasoning — agent decides iteration count
  • !
    Heavy tool usage — each call = new API request
  • !
    Exponential costs $2–$50+ per task
The Telemetry Gap

Traditional monitoring gives you data — not answers

You can see totals. You cannot see why specific sequences waste tokens, or which execution patterns are the source of runaway costs.

Millions
Tokens consumed / day

Input, output, per-request averages are all visible — but which request patterns are burning the most?

Thousands
Tool calls / day

You see which tools are called most — but not why they're being called in wasteful sequences.

Rising
Daily API cost

Per-session averages and peak hours are logged — but the root cause of cost spikes stays hidden.

You have data — but no insight into behaviour patterns or waste sources.

The Solution

Enter Agentic Process Mining

Px Agentic Ops transforms your agent event logs into visual process flow maps — with automatic pattern detection, rework loop identification, and token-cost attribution per execution path.

Px Agentic Ops — agent trace flow visualization

All Execution Paths

Every tool call sequence visualised as a process graph — frequency, cost, and variants all visible at a glance.

Rework Loop Detection

Automatically surface the "Rework Tax" — cycles where agents repeat tool calls unnecessarily, burning tokens.

Token Cost Per Path

Every execution path is annotated with token usage and cost — so you know exactly which sequences to fix first.

How It Works — Illustrative Example

From invisible patterns to targeted fixes

Here's how Px Agentic Ops works in practice — using an online store agent as an example to illustrate the discovery and optimisation process.

Pattern discovered: AddProductToBasket → ApplyCoupon → ViewBasket — appearing across thousands of sessions, with dozens of variants, consuming over a third of total daily costs. Root cause: the agent entered a "coupon testing loop" — adding a product, applying a coupon, viewing the basket to check the discount, removing the coupon when unsatisfied, and repeating. This kind of rework loop is invisible to traditional telemetry — but immediately obvious in a process flow map.

Before & After Optimisation

Before

Many
Tool calls per coupon attempt
High
Token cost per attempt
Slow
Average latency
Significant
Annual token waste

After — New coupon/test Tool

~65%
Fewer tool calls per attempt
~65%
Token reduction per attempt
~60%
Latency improvement
Eliminated
Rework loop — from a single fix

One pattern. One targeted fix. Compounding savings across every daily session.

What Px Agentic Ops Provides

Complete visibility into agent execution

Process Flow Visualisation

  • Interactive agent execution graph
  • Frequency per tool sequence
  • Token cost per path
  • Rework loop highlighting

Pattern Analysis

  • Automatic bottleneck identification
  • Variant analysis across sessions
  • Sequence filters and drill-down
  • Scenario comparison

Cost Intelligence

  • Per-path token attribution
  • Daily and annual waste projection
  • Impact calculation per fix
  • AI-powered optimisation suggestions

Know exactly where your agent costs are going

Book a demo and we'll run Px Agentic Ops on a sample of your agent traces — and show you the patterns you're currently blind to.