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PowerMind Trace User Guide


Real-world use case

Persona: Ilya, an engineer debugging LLM agent traces in Studio after Dynamics / AIFlow turns. A support agent returned a weak answer and burned unexpected tokens. She signs into PowerMind AI Studio, launches Trace from the Tool Marketplace, finds the conversation under Sessions, drills into the root span on Traces, then runs a rubric on Evaluations before shipping a prompt fix.

flowchart LR
  A[Dynamics / AIFlow turn] --> B[Traces land in Trace project]
  B --> C[Sign in to PowerMind AI Studio]
  C --> D[Select Studio project]
  D --> E[Tool Marketplace -> Launch Trace]
  E --> F{Which tab?}
  F -->|Traces| G[Search / open detail sheet<br/>attrs / input / output]
  F -->|Sessions| H[Find conversation<br/>open Traces with Session filter]
  F -->|Evaluations| I[Select rubric -> Run eval<br/>review Score / Label]
  G --> J[Root-cause & fix prompt]
  H --> G
  I --> J

UI module quick reference

Module Route What you do here
Login /login Sign in with Email or Username and Password
Tool Marketplace /app/tools Browse tools; open the Trace card and Launch
Trace -- Traces /app/tools/trace List traces, search, refresh, open detail sheet
Trace -- Sessions /app/tools/trace/sessions (/sessions under Trace) List sessions; open into Traces with a Session filter
Trace -- Evaluations /app/tools/trace/evaluations (/evaluations under Trace) Pick rubric & window, Run eval, review scores
Control / label Where Purpose
Sign in to PowerMind AI Studio Login Page heading
Email or Username / Password / Sign in Login Credentials and submit
Tools App sidebar Navigate to tools / marketplace
Tool Marketplace /app/tools Hub H1
Domain tabs All / MLOps / LLMOps / DataOps / AIaaS Marketplace Filter tool cards
Trace card: Prompt tracing and token analytics for LLMs. Marketplace Identify Trace
Launch Trace card Open Trace UI
Trace H1 + subtitle Trace shell Trace project explorer for traces, sessions, annotations, and evaluations.
Tabs Traces | Sessions | Evaluations Trace shell Switch Trace views
Select Trace project... All Trace tabs Choose the Trace project
Search traces... / Refresh Traces Filter and reload
Columns Trace | Agents | Root Span | Start | Duration | Tokens Traces table At-a-glance telemetry
Detail sheet attrs / input / output Trace detail Inspect span attributes and I/O
Search sessions... / Delete Selected Sessions Find or remove sessions
Columns Session | Start Time | End Time Sessions table Session timeline
All agents / Select rubric / Last 10-50 / Run eval Evaluations Configure and execute scoring
Columns Rubric | Agent | Trace | Label | Score | Latency | When Evaluations table Result grid

1. Sign in to PowerMind AI Studio

1.1 Open the login page

  1. In your browser, open PowerMind AI Studio.
  2. You should land on /login with the heading Sign in to PowerMind AI Studio.

Sign in to PowerMind AI Studio

1.2 Enter credentials

On the login form:

  • Email or Username -- your Studio account identity
  • Password -- your Studio password
  • Sign in -- submit and enter the app

After a successful sign-in you are redirected into the Studio shell, where you can select a project and open tools.


2. Select a project and open Trace from Tool Marketplace

2.1 Select the Studio project

In the Studio shell, choose the Studio project that owns the Trace data you care about (the same project used when Dynamics / AIFlow instrumentation was configured). Trace lists stay empty until both a Studio project and a Trace project are selected.

2.2 Open Tool Marketplace

Use either path:

  • Sidebar: Tools -> open the marketplace
  • Direct route: /app/tools

You should see the H1 Tool Marketplace.

Tool Marketplace hub

2.3 Filter by domain (optional)

Domain tabs at the top of the marketplace:

  • All
  • MLOps
  • LLMOps
  • DataOps
  • AIaaS

Select LLMOps (or leave All) to find the Trace card faster.

2.4 Launch Trace

On the Trace card:

  • Title: Trace
  • Description: Prompt tracing and token analytics for LLMs.
  • Action: Launch

Click Launch to open the Trace explorer at /app/tools/trace.


3. Trace shell: overview and navigation

3.1 Header and tabs

The Trace area shows:

  • H1: Trace
  • Subtitle: Trace project explorer for traces, sessions, annotations, and evaluations.
  • Tabs: Traces | Sessions | Evaluations

Trace overview

Tab Route
Traces /app/tools/trace
Sessions /app/tools/trace/sessions
Evaluations /app/tools/trace/evaluations

3.2 Select a Trace project

On every Trace tab, use the project dropdown:

  • Placeholder: Select Trace project...
  • Loading state: Loading Trace projects...
  • Title attribute: Trace project

Pick the Trace project that received your Dynamics / AIFlow spans. Until a Trace project is selected, tables show guidance such as Select a Trace project to view traces.


4. Traces tab -- browse and inspect

4.1 Toolbar controls

On Traces (/app/tools/trace):

  • Select Trace project... -- required scope
  • Search traces... -- filter the list
  • Refresh -- reload from the server
  • Count / page badge when data is loaded
  • Optional Session: filter badge (when you arrived from Sessions), with a clear (x) control labeled Clear session filter

Traces table

4.2 Table columns

Column Meaning
Trace Trace id (truncated; click to open detail; copy control available)
Agents Agent name associated with the trace
Root Span Name of the root span
Start Start timestamp (UTC in the UI)
Duration Duration in ms
Tokens Token total for the trace

Empty state: No traces found. Loading state: Loading traces...

Pagination: Prev / Next (20 per page).

4.3 Trace detail sheet (attrs / input / output)

Click a Trace id to open the right-hand detail sheet.

Trace detail sheet

In the sheet you can:

  • Confirm Root Span and related summary cards
  • Select a span in the span list / waterfall
  • Switch the span detail tabs (exact labels):
  • attrs -- JSON attributes for the selected span
  • input -- span input value (or No input recorded.)
  • output -- span output value (or No output recorded.)

Use this view to compare what the agent received versus what it produced after a Dynamics or AIFlow turn.


5. Sessions tab -- conversations and drill-down

5.1 Toolbar controls

On Sessions (/app/tools/trace/sessions):

  • Select Trace project...
  • Search sessions...
  • Refresh
  • Delete Selected -- enabled when one or more sessions are selected
  • Sessions count badge when scoped

Sessions table

5.2 Table columns

Column Meaning
Session Session identifier / label
Start Time Session start
End Time Session end

Empty state: No sessions found. Loading state: Loading sessions...

A Selected Sessions summary card shows how many rows are checked before batch delete.

5.3 Open a session into Traces

Opening a session navigates to Traces with a Session filter applied (same Trace project preserved). You then see only the traces that belong to that conversation--ideal when debugging one Dynamics chat thread.

Clear the Session badge on the Traces toolbar when you want the full project list again.


6. Evaluations tab -- run rubrics in Studio

6.1 Scope and run controls

On Evaluations (/app/tools/trace/evaluations):

  1. Choose Select Trace project...
  2. Set All agents (or pick a specific agent)
  3. Choose Select rubric
  4. Choose the window: Last 10 / Last 20 / Last 30 / Last 40 / Last 50
  5. Click Refresh to reload listed results, or Run eval to score the selected window

Evaluations

Additional filters after results load:

  • Search agent, explanation, trace...
  • All labels (label filter)

6.2 Available rubrics

Use the Select rubric dropdown. Platform packs include:

Rubric id Display name Typical focus
agent-qa Agent QA Baseline agent QA (latency, answer present, no error)
agent-qa-strict Agent QA (strict) Stricter latency / QA bar
production-health Production Health Broader production readiness checks
safety-focused Safety focused Guardrail / safety oriented
latency-sla Latency SLA Latency SLA checks
completeness Completeness Input/output completeness
answer-quality-llm Answer Quality LLM-judge answer quality (relevance / hallucination)

6.3 Results table

Column Meaning
Rubric Rubric / evaluator name (model shown when present)
Agent Target agent
Trace Related trace id
Label Pass / fail style label
Score Numeric score (UI shows a percentage bar)
Latency Evaluation / trace latency signal
When When the evaluation was recorded

Empty state: No evaluations found. Loading state: Loading evaluations...

After Run eval, review Label and Score for the traces that worried you, then jump back to Traces to open the matching detail sheet (attrs / input / output) and confirm the fix.


7. End-to-end Studio checklist (Dynamics / AIFlow debug)

  1. Sign in at /login -> Email or Username, Password, Sign in.
  2. Select the correct Studio project.
  3. Open Tools -> Tool Marketplace (/app/tools) -> domain LLMOps (optional) -> Trace card (Prompt tracing and token analytics for LLMs.) -> Launch.
  4. Confirm H1 Trace and tabs Traces | Sessions | Evaluations.
  5. Choose Select Trace project....
  6. On Sessions, find the conversation -> open it to apply the Session filter on Traces.
  7. On Traces, open the suspect row -> inspect attrs, input, output.
  8. On Evaluations, set All agents / Select rubric / Last N -> Run eval -> read Label / Score / Latency / When.

That loop stays entirely inside PowerMind AI Studio--no CLI or SDK required for day-to-day Trace investigation.