AI-Enhanced Agentic Studio for a California-Based Customer Support Company

A California-based customer support SaaScompany provides operations intelligence forenterprise SaaS and CX teams, empoweringthem with AI and predictive analytics tooptimize support workflows. Trusted by severalglobal software providers, the platform deliverspowerful backend AI capabilities, nowenhanced with an optimized Agentic Studioexperience that accelerates adoption andoperational efficiency.

Challenges

While the company’s backend AI engine was already delivering strong predictive insights, theAgentic Studio interface, used by operations teams, AI composers, & agent usersneededimprovements to make AI agent management more intuitive and actionable for their clients.

The Agentic Studio Faced

Complex monitoring and management screens thatrequired multiple clicks and manual searches
Inconsistent role-based visibility for different usertypes
Deep, non-intuitive navigation for adding ormodifying AI agent configurations
Rigid integration widgets for CRMs, ticketingsystems, and knowledge bases, making contextswitching slow
No consolidated view for routing performance, skillbased configurations, and version history

These UI limitations led to higher onboarding friction, slower AI feature adoption, and increaseddependency on engineering teams for configuration changes.

Solutions Offered

Invimatic partnered with the company todeliver AI-optimized enhancements acrossthe Agentic Studio UI, guided by userfeedback, Jira-tracked improvements, andoperational priorities. The goal was to createa seamless, role-aware interface that reducesfriction, speeds up AI agent management,and boosts adoption.

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Our Approach

Skills Tab for Teams: Allowing managers to assign and track skill-based routing directly fromthe Teams page.
Routing Intelligence Enhancements:
- Routing trail visualization per attempt
- Display of routing scores and decision factors for transparency
Agent Monitoring Improvements:
- Repositioned monitoring tab for faster access
- No-duplication listing of available agents
- Version history view for each AI agent

Role-Based Experience: Tailored interfaces for Agent Ops, Agent Composer, and standardAgent Users, showing only relevant controls
Integration Widget Redesign: Compact, real-time widgets for CRMs, knowledge bases, andanalytics integrations
UI Consistency Fixes: Improved dropdowns, error messaging (e.g., 403 role errors), andstyling consistency

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Results

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KPI	Before	After
Time To Locate And Edit AI Agent Config	5–7 Minutes	~1 Minute
Agent Routing Transparency	Low	High
Integration Widget Load Time	4–5 Seconds	2–3 Seconds
Role-Based Navigation Errors	Frequent	Rare

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Impact Achieved

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Technology Stack

Key Takeaway

Thoughtfully designed UI enhancements can unlock the full potential of powerful AI backends,making them accessible to all user roles. Role-based interfaces reduce cognitive load, whiletransparent routing and real-time widgets empower users to take action faster. In Agentic AIenvironments, usability is a direct driver of adoption and ROI.

AI-Enhanced Agentic Studio for a California-Based Customer Support Company

AI-Enhanced Agentic Studio for a California-Based Customer Support Company

Challenges

The Agentic Studio Faced

Solutions Offered

Our Approach

Results

Impact Achieved

Technology Stack

Key Takeaway

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