Redesigning the Agent Library to increase agent usage in the org.

The Agent Grid is where employees discover and use their organization's AI workflows. This project covers its full evolution, from structure and curation to on-demand agents, background automations, and a chat-first entry point.

Company

StackAI

Product

Enterprise AI workflow platform

Role

Product Designer

Year

Q4 2025

Impact

Engagement grew 3.4× in the first month, from ~1,400–1,900 to 6,200+ monthly users with 80–105k chat page views from end users.

DISCOVERY

What was broken

The grid had no filtering, structure, or at-a-glance clarity. As workflows scaled, it became an overwhelming, undifferentiated list. No curation, access control, or branded feel as the customer's own product. Separately, trigger-based automations had no home at all, they were being shoehorned into the same card pattern as on-demand agents, creating confusion about setup, status, and ownership.

DESIGN PROCESS

User feedback and must-have requirements for the agent grid Grid redesign, curation and personalization controls Chat-first exploration, conceptual brainstorm session Automations model, trigger-based workflow discovery and configuration

1. Enterprise feedback → must-haves & nice-to-haves

Defined must-haves and nice-to-haves from enterprise customer feedback, covering filtering by department and tags, white-labeled branding, builder and user curation, personalization, and permission-based access.
User feedback and must-have requirements for the agent grid

2. Grid redesign + polish

Full redesign pass covering card proportions, icon placement, title hierarchy, label CRUD, sort options, and wasted space removal.
Grid redesign, curation and personalization controls

3. Chat-first exploration

As conversational workflows grew, researched how tools like Lindy, Langdock, and Gumloop made chat the primary entry point, and explored what that shift would mean for StackAI's published agents surface.
Chat-first exploration, conceptual brainstorm session

4. Automations model

Defined how trigger-based, background automations should be discovered, configured, and monitored, concluding they need a dedicated surface with its own interaction model rather than being forced into the agent card grid.
Automations model, trigger-based workflow discovery and configuration

SOLUTION

Organization
Agent Grid

Builders assign department or category labels; end users filter to find relevant agents. Builders opt specific agents into the grid with access control so users only see what they have access to. The grid is styled to feel like an internal tool, not a branded third-party product, with tooltips, interface type indicators, and sort by most-used or last-updated. End users mark favorites and surface recently used agents.

Organization agent grid

Chat as
Entry Point

A persistent chat interface becomes the primary landing surface for day-to-day tasks; the agent grid moves below it as a catalog and shortcut layer.

Chat-first entry point with agent grid as catalog layer below

Dedicated
Automations Screen

A separate surface for trigger-based workflows covering three jobs: discover (what's running in your org), configure + test (set up triggers and validate), and manage + debug (monitor health, inspect errors, act on failures).

Automation details screen for configuring and testing trigger-based workflows

INSIGHTS

The grid is becoming a platform

What started as a simple app launcher is evolving into an org-wide AI operating surface, chat, agents, and automations in one place, each with a distinct interaction model.

Chat and agents are complementary, not competing

The chat-first model doesn't replace the grid; it gives users a faster on-ramp when they don't know which agent to pick.

Automations need their own UX contract

Background workflows have different states, failure modes, and ownership responsibilities than on-demand agents. Forcing them into the same card pattern was the wrong abstraction.

The grid is a trust surface

If it looks like a third-party tool, enterprise employees won't adopt it. White-labeling and curation are table stakes, not polish.

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