KPI Tree

Pylon Metric

Customer Support

Agent Specialisation Analysis examines how individual agents perform across different issue categories, channels, and customer segments. It identifies natural specialisations - agents who consistently resolve billing issues faster, or who achieve higher CSAT on technical queries - enabling smarter routing decisions.

PylonCustomer Support

Agent Specialisation Analysis

Agent Specialisation Analysis examines how individual agents perform across different issue categories, channels, and customer segments. It identifies natural specialisations - agents who consistently resolve billing issues faster, or who achieve higher CSAT on technical queries - enabling smarter routing decisions.

Why agent specialisation analysis matters for Pylon users

Generic routing treats all agents as interchangeable, which wastes expertise and frustrates both agents and customers. When a billing expert handles a technical issue, both resolution time and satisfaction suffer unnecessarily.

For Pylon teams, specialisation analysis creates the data foundation for skills-based routing. It also reveals training gaps - if no agent excels at a particular issue type, that topic needs a dedicated training programme or playbook.

Understand and act on agent specialisation analysis with KPI Tree

Cross-reference agent performance by issue category from Pylon in your warehouse. Visualise specialisation patterns in KPI Tree and link them to routing efficiency and resolution time in your metric tree.

Assign RACI ownership to the training lead and use specialisation data to inform routing rules, mentorship pairings, and hiring priorities.

Get started with your Pylon data

Query using MCP
MCP

Pull metrics from Pylon directly through the Model Context Protocol.

Data Warehouse
SnowflakeBigQueryDatabricksRedshift

Connect your existing warehouse where Pylon data already lands.

Professional Services
FivetranSnowflakedbt

Our professional services team can build you turn-key AI foundations in a matter of weeks. Data warehouse on Snowflake/BigQuery, ELT with Fivetran, all modelled in dbt with a semantic layer.

Related Pylon metrics

Agent Productivity Score

Customer Support

Metric Definition

Agent Productivity Score is a balanced composite metric that evaluates support agent effectiveness across multiple dimensions including conversations handled, resolution time, first-response speed, customer satisfaction, and escalation rate. It avoids over-indexing on volume by equally weighting quality indicators.

View metric

Issue Category Distribution

Customer Support

Metric Definition

Issue Category Distribution breaks down support conversations by topic or category - billing, technical, onboarding, feature requests - to reveal which areas generate the most volume. It informs product improvement priorities, training focus areas, and automation investment decisions.

View metric

Average Resolution Time

Customer Support

Metric Definition

Resolution Time = Conversation Resolved Timestamp − Conversation Created Timestamp

Resolution Time measures the total elapsed time from when a customer opens a conversation across any Pylon channel to when it is marked as resolved. It encompasses first response time, investigation, back-and-forth exchanges, and any internal waiting periods. It is a primary indicator of support efficiency.

View metric

Team Workload Distribution

Customer Support

Metric Definition

Team Workload Distribution measures how support conversations are distributed across teams and individual agents within Pylon. It highlights imbalances where some agents are overloaded while others are under-utilised, enabling fairer distribution and more sustainable working conditions.

View metric

Empower your team to understand and act on Pylon data

Map what drives your metrics, measure progress at any grain, prove what works statistically, and deliver personalised action plans to every team member.

Experience That Matters

Built by a team that's been in your shoes

Our team brings deep experience from leading Data, Growth and People teams at some of the fastest growing scaleups in Europe through to IPO and beyond. We've faced the same challenges you're facing now.

Checkout.com
Planet
UK Government
Travelex
BT
Sainsbury's
Goldman Sachs
Dojo
Redpin
Farfetch
Just Eat for Business