UDERIA

PLATFORM

Cloud-Level Reasoning.
Zero-Trust Privacy.

(Requires MCP + Google/OpenAI/Llama/Azure AI/Ollama)

What's New

Recent features and improvements

06-Jan-2026

Export/Import Knowledge Repositories

05-Jan-2026

Export/Import Planner Repositories

02-Jan-2026

OAuth Implementation - Google, Github

02-Jan-2026

Email Validation for Registration

20-Dec-2025

Extended Prompt Management System - Dynamic Workflow Prompts

17-Dec-2025

Extended Prompt Management System - Dynamic Variables

15-Dec-2025

Extended Bootstrapping - Enhanced Bootstraping Parameter Configuration

12-Dec-2025

Enhanced Prompt Encryption/Decryption Process using Database Encryption

10-Dec-2025

Migration from File based Application Configuration to Database Schema

05-Dec-2025

Consumption Profile Enforcement - Rate Limiting and Usage Quotas

02-Dec-2025

Financial Governance - Dashboards and LiteLLM Integration

01-Dec-2025

Planner Constructor: SQL Query - Document Context

01-Dec-2025

Planner Constructor: SQL Query - Database Context

29-Nov-2025

Knowledge Repository Constructor - Document Storage

28-Nov-2025

Knowledge Repository Integration

25-Nov-2025

Multi-User Authentication - JWT tokens, access tokens, user tiers

22-Nov-2025

Profile System - Modular Configuration & Temporary Overrides

21-Nov-2025

Planner Repository Constructors - Modular Plugin System

19-Nov-2025

Modern UI Design

15-Nov-2025

Flowise Integration

14-Nov-2025

Airflow Integration

11-Nov-2025

Self-Improving AI (Planner Repository)

06-Nov-2025

UI Real-Time Monitoring

31-Oct-2025

Configurable Context Management

24-Oct-2025

Turn Replay & Reload Plan

24-Oct-2025

Stop Button Feature

23-Oct-2025

Multi-Tool Phase Handling

11-Oct-2025

Friendly.AI Integration

10-Oct-2025

Collateral Report Rendering

19-Sep-2025

Microsoft Azure Integration

18-Sep-2025

REST Interface Configuration

12-Sep-2025

Formatting Upgrade

05-Sep-2025

Conversation Mode (TTS)

View the latest LLM benchmarks: Gorilla Leaderboard →

Live Status

No Model/Prompt Loaded

Last Statement

In: 0 Out: 0

Session Total

In: 0 Out: 0

Waiting for a new request...

Execution Insights

Your Learning Performance

Auto-refresh

Total Sessions

Total Tokens

0 in / 0 out

Success Rate

Est. Cost

$0.00

Velocity (24h)

Model Distribution

No data available

Most Token-Intensive Sessions

No session data available

Most Token-Intensive Questions

No question data available

Session Gallery

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Session Details

Total Turns

Total Tokens

Model

Planner Examples

Execution Timeline

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Intelligence Marketplace

Discover and subscribe to community-curated collections

Execution patterns and strategies for proven task completion Reference documents and domain knowledge for planning context

Search Collections

Sort By

Visibility

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Intelligence Performance

Auto-refresh

Champion Strategies

Available for RAG

RAG Activation Rate

Tasks Enhanced

--%

RAG-Enhanced: --

Total Tasks: --

Plan Quality

Output Token Efficiency

$--

-- tokens saved

Speed Boost

From Token Efficiency

--%

With RAG: --s

Without RAG: --s

Planner Repositories

Execution strategies and planning patterns captured from successful agent interactions

Loading collections...

Planner Repository Constructors

Populate Planner Repositories using predefined templates

Inspect Collection

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ID ↕	User Query ↕	Strategy ↕	Efficient ↕	Feedback ↕	Output Tokens ↕	Timestamp ↕

Configuration

Configure MCP Servers

Model-Context-Protocol servers provide access to your data sources

Administration

User Tier Management

Assign users to profile tiers (User, Developer, Admin)

Username	Email	Current Tier	Consumption Profile	Status	Actions
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User Tier

Developer Tier

Admin Tier

User Token Consumption

Monitor and manage user token usage and consumption profiles

Username	Consumption Profile	Tokens Used Today	Daily Limit	Usage %	Status	Actions
Loading consumption data...

Total Input Tokens

December 2025

Total Output Tokens

December 2025

Active Users

With token usage

Avg Tokens/User

December 2025

Feature-to-Tier Configuration

Configure which tier is required for each feature

Feature	Description	Required Tier	Category
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User Tier Features

Basic access features

Developer Tier Features

Advanced features

Admin Tier Features

System administration

Pane Visibility Configuration

Configure which tiers can access which panes

Pane Name	Description	User	Developer	Admin
Loading panes...

About Pane Visibility

Control which user tiers can see and access different panes in the application. Users will only see panes they have access to based on their assigned tier.

User Tier: Basic users with limited access
Developer Tier: Advanced users with development features
Admin Tier: Full system access and administration

Note: The Administration pane is always visible to admins only.

Consumption Profiles

Configure token limits and rate limiting for different user tiers

Profile Name	Description	Prompts/Hour	Prompts/Day	Input Tokens/Month	Output Tokens/Month	Users	Active	Actions
Loading profiles...

Total Profiles

Configured consumption profiles

Active Profiles

Currently enabled

Assigned Users

Users with profiles

MCP Resource Classification

Configure LLM-based classification of MCP capabilities

Enable Automatic Classification

When enabled, MCP capabilities are automatically categorized during configuration using the LLM (takes 2-10 seconds). When disabled, generic categories like "All Tools" and "All Prompts" are used for faster configuration (90-95% faster).

About Classification

Uses an LLM to intelligently categorize MCP capabilities into user-friendly groups like "Data Quality", "Table Management", "Performance", etc.

Improves organization in the configuration UI
Makes capabilities easier to find and manage
Requires an active LLM connection
May take several seconds to complete

Classification Status

Ready to classify

System Feature Availability

Control which features are available system-wide

Enable RAG (Retrieval-Augmented Generation)

When enabled, users can leverage RAG capabilities for enhanced context retrieval and knowledge base integration. Requires ChromaDB and vector embeddings.

Enable Voice Conversation (TTS)

When enabled, users can configure Google TTS credentials for voice-based conversations. Users provide their own TTS API credentials in their personal settings.

Enable Charting & Visualization

When enabled, users can configure charting intensity (none/medium/heavy) for data visualization. Users control their own charting preferences in personal settings.

Security & Rate Limiting

Configure system-wide rate limiting and security policies

Enable Rate Limiting

When enabled, enforces request limits to prevent abuse. Recommended for production and multi-user deployments. Disabled by default for single-user installations.

Global Override

When enabled, the global limits below override individual consumption profile settings for all users. Use for emergency rate limiting.

Per-User Limits (Authenticated)

Prompts per Hour

Prompts per Day

Config Changes per Hour

Per-IP Limits (Anonymous/Authentication)

Registrations per Hour

API Calls per Minute

About Rate Limiting

Rate limiting protects your application from abuse and ensures fair resource allocation across users.

Changes take effect within 60 seconds (cache refresh)
Authenticated users tracked by user ID, anonymous by IP address
Uses token bucket algorithm for smooth rate limiting
Disable for single-user installations or trusted environments

Planner Repository Configuration

Few-shot examples for query planning

The Planner Repository stores few-shot examples of user queries and their corresponding plans. These examples guide the LLM during the planning phase. Changes affect all users.

Refresh Vector Store on Startup

When enabled, rebuilds the vector store on each application restart. When disabled, uses cached embeddings. (default: enabled)

Number of Planning Examples to Retrieve

Total few-shot planning examples retrieved for query planning (default: 3)

Embedding Model

Model used for generating embeddings (requires restart to take effect)

Knowledge Repository Configuration

Global defaults for domain knowledge retrieval during planning

Knowledge repositories provide domain-specific context to the planner. These are system-wide defaults; users can override them in their profiles.

Enable Knowledge Repository Retrieval

Master switch for retrieving domain knowledge during planning. Users can still disable it in their profiles. (default: enabled)

Default Number of Documents

Number of knowledge chunks to retrieve per planning call (default: 3)

Minimum Relevance Score

Minimum cosine similarity threshold (0.0-1.0, default: 0.70)

Maximum Context Tokens

Token limit for all knowledge context combined (default: 2000)

Enable LLM Reranking (Global Default)

Use LLM to rerank retrieved documents by relevance. Can be overridden per-collection in profiles. Increases latency. (default: disabled)

Startup Management

Default panel visibility and welcome screen settings at startup

These settings define the default visibility state for panels when users first load the application. Individual users can override these defaults using their personal panel toggles, and their preferences will be saved locally.

Session History Panel (Left Sidebar)

Panel is visible for the user

When enabled, the session history panel is available to users

Panel default visibility mode

Initial state when entering conversation pane

User can collapse/expand

When enabled, user can toggle the panel open/closed

Resources Panel (Right Sidebar)

Panel is visible for the user

When enabled, the resources panel is available to users

Panel default visibility mode

Initial state when entering conversation pane

User can collapse/expand

When enabled, user can toggle the panel open/closed

Live Status Window (Bottom)

Panel is visible for the user

When enabled, the live status window is available to users

Panel default visibility mode

Initial state when entering conversation pane

User can collapse/expand

When enabled, user can toggle the window open/closed

Always Show Welcome Screen at Startup

When enabled, the welcome screen will always be displayed in the conversation pane at startup or after browser refresh, regardless of whether the application is configured for the user.

Default Theme

Select the default theme that users will see on their first visit. Users can change their theme preference, and their choice will be saved.

Allow Users to Override Panel Settings

When enabled, users can toggle panels and save their preferences. When disabled, the above default settings are enforced for all users and panel toggle controls are hidden.

Document Upload Configuration

Configure document upload capabilities for LLM providers

About Document Upload

Control how documents are processed for each LLM provider. Some providers support native document upload (sending files directly), while others require text extraction.

Native Upload: Google, Anthropic, Amazon (better quality, images supported)
Text Extraction: OpenAI, Azure, Friendli, Ollama (fallback method)
Override settings to force text extraction or adjust file size limits

Provider	Capability	Enabled	Native Upload	Max Size (MB)	Status	Actions
Loading configurations...

Capability Levels

native_full Full document support (PDFs + images)

native_vision Vision models only (images)

text_extraction Fallback text extraction

not_supported No document support

System Prompt Editor

Manage system prompts for different profile tiers

Select System Prompt

System Prompt Content

0 characters

Prompt Parameters

Configure parameters used in this prompt template

Parameter	Type	Default Value	Override Value	Scope	Actions
Select a prompt to view parameters

Version History

View changes made to this prompt over time

Version	Date	Author	Description	Actions
Select a prompt to view history

Compare Base vs Override

Cost Analytics

Auto-refresh

Total Cost

$0.00

Avg / Session

$0.00

Avg / Turn

$0.00

Sessions

Cost by Provider

Top 5 Expensive Models

Model Cost Configuration

Manage LLM model pricing for accurate cost tracking

Default Fallback Cost

Used for models not found in the pricing table

Input (per 1M)

Output (per 1M)

Show per page:

Provider	Model	Input Cost (per 1M)	Output Cost (per 1M)	Source	Last Updated	Actions
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Page 1 of 1

Cloud-Level Reasoning. Zero-Trust Privacy.

Approaching Consumption Limit

Almost at Limit

Consumption Limit Reached

What's New

Execution Insights

Model Distribution

Most Token-Intensive Sessions

Most Token-Intensive Questions

Session Gallery

Session Details

Execution Timeline

Planner Repository Cases

Intelligence Marketplace

No Collections Found

Intelligence Performance

Champion Strategies

RAG Activation Rate

Plan Quality

Speed Boost

Planner Repositories

Planner Repository Constructors

Knowledge Repositories

Knowledge Repository Constructors

Inspect Collection

Selected Case Details

Configuration

Configure MCP Servers

Configure LLM Providers

Configure Profiles

Advanced Settings

Access Token Management

Administration

User Tier Management

User Token Consumption

Total Input Tokens

Total Output Tokens

Active Users

Avg Tokens/User

Feature-to-Tier Configuration

User Tier Features

Developer Tier Features

Admin Tier Features

Pane Visibility Configuration

About Pane Visibility

Consumption Profiles

Total Profiles

Active Profiles

Assigned Users

MCP Resource Classification

About Classification

Classification Status

System Feature Availability

Security & Rate Limiting

Per-User Limits (Authenticated)

Per-IP Limits (Anonymous/Authentication)

About Rate Limiting

Planner Repository Configuration

Knowledge Repository Configuration

Startup Management

Session History Panel (Left Sidebar)

Resources Panel (Right Sidebar)

Live Status Window (Bottom)

Document Upload Configuration

About Document Upload

Capability Levels

Advanced Configuration Area

LLM Behavior

Agent Configuration

Performance & Context

Agent Behavior

Query Optimization

Security Settings

System Maintenance

Clear Application Cache

Reset Application State

System Prompt Editor

Prompt Parameters

Version History

Compare Base vs Override

Cloud-Level Reasoning.
Zero-Trust Privacy.