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Getting Started

Welcome to GPT Workbench, the professional LLM interface designed for teamwork and productivity.

What is GPT Workbench?

GPT Workbench is an enterprise-grade platform for working with large language models. It connects your teams, business data, and AI capabilities in a single interface, giving organizations full control over how they interact with AI providers including Anthropic, OpenAI, Google, xAI, and Mistral.

Unlike consumer AI chatbots that hide complexity behind simplified abstractions, GPT Workbench exposes the fundamental building blocks of LLM interactions -- system prompts, context, tools, and model parameters -- so that power users retain complete control over every aspect of their AI conversations. At the same time, sensible defaults and templates provide a streamlined experience for those who prefer to start quickly.

Thread Interface

Our Philosophy

Transparency Over Magic

Every AI interaction in GPT Workbench is inspectable. You see exactly what the model receives: the system prompt that defines its behavior, the context blocks that provide reference data, the tools it can call, and the parameters that govern its output. This transparency is not a debug feature -- it is the product. When you understand what the AI sees, you can make it work better.

Full Context, Every Time

We believe in giving AI the complete picture. Rather than summarizing or compacting information to save costs, GPT Workbench prioritizes full context injection. When you attach a document or repository, the AI sees it all -- because better context means better results. Models with context windows of 1M tokens or more make this approach both practical and cost-effective.

Enterprise-Grade Integrations

Born from a data integration company, we bring deep expertise in connecting business systems. Our integrations with HubSpot, Microsoft 365, Google Workspace, SugarCRM, Document360, and 88+ tools are not afterthoughts -- they are built with the same rigor as enterprise middleware. Real productivity comes from AI that can access and act on your business data, not from AI that operates in isolation.

Tailored for Your Organization

We specialize in medium to large organizations that need more than one-size-fits-all solutions. Fine-grained controls let you configure:

  • Model availability and limits per team
  • Tool access and daily quotas per user
  • Custom system prompts and templates at organization level
  • Detailed usage analytics and cost tracking
  • ROI calculation tools to measure AI impact (coming soon)

Simple, Transparent Pricing

No complex subscriptions or hidden fees. GPT Workbench uses straightforward usage-based pricing with a simple margin on top of provider costs. You pay for what you use, and you always know what that means.

Our real value comes from integration services. We have learned that the difference between AI that sits unused and AI that transforms operations is proper integration into your existing workflows, data sources, and business processes. That is where we focus our expertise -- helping you connect AI to what actually matters for your business.

What You Can Do

Multi-Provider AI

Access models from five providers through a single interface. Switch between providers mid-conversation without losing history. Each provider brings distinct strengths:

ProviderStrengths
Anthropic (Claude)Extended thinking, nuanced writing, code analysis
Google (Gemini)Multimodal grounding, Search integration, large context
OpenAI (GPT)Code interpreter, broad tool ecosystem
xAI (Grok)Real-time web search, deep reasoning, 2M context
MistralCost-efficient European provider, open-weights heritage

Context Blocks for Business Data

Attach structured data to your conversations so the AI has persistent access to reference material. Context blocks support text, documents (PDF, DOCX, XLSX, CSV), Git repositories, URLs, HubSpot CRM records, SharePoint files, Google Drive documents, SugarCRM data, and Document360 articles. Context blocks are reusable across threads and shareable with teams.

88+ Integrated Tools

Extend AI capabilities beyond conversation with native tools (image generation, diagram creation, thread delegation), OAuth-powered integrations (HubSpot, Microsoft 365, Google Workspace), and MCP tools for research, development, and business workflows.

Team Collaboration

Create shared workspaces where team members access the same threads, context blocks, and tool configurations. Real-time presence indicators show who is viewing the same thread. Auto-context blocks ensure every team conversation starts with the right reference material.

Automation

Schedule recurring prompts to run on a cron schedule, trigger threads via API, or configure webhooks to respond to external events. Automate daily reports, weekly analyses, and monitoring workflows.

Architecture Overview

GPT Workbench is organized around four core concepts that work together.

Threads

A thread is a conversation with an AI model. Each thread has its own system prompt, model configuration, context blocks, and tools. Threads belong to a team (personal or shared) and track their own cost and token usage. You can run multiple threads simultaneously with different models.

Context Blocks

Context blocks are pieces of information you attach to threads to give the AI more context about your task. Unlike pasting data into every message, context blocks persist across the entire thread and are included automatically with each request. They sit between the system prompt and the conversation history in the prompt assembly.

TypeDescription
TextCustom text snippets, guidelines, specifications
DocumentsPDF, DOCX, XLSX, CSV, PPTX, images, code files
RepositoriesGit repository code with branch and path filtering
URLsWeb page content, automatically scraped and refreshed
HubSpotCRM contacts, companies, and deals
SharePointMicrosoft 365 files and document libraries
Google DriveGoogle Docs, Sheets, Slides, and uploaded files
SugarCRMCRM module records
Document360Knowledge base articles and categories

Tools

Tools extend the AI beyond text generation. When tools are enabled on a thread, the AI can call them during a conversation to perform actions: searching the web, generating images, creating diagrams, querying CRM data, reading emails, and more. Tools are configured per thread and can also be set at the team level.

Teams

Teams define how users collaborate, share resources, and manage access. Every user has a personal team (private workspace) and can belong to multiple shared teams. Shared teams provide a common thread list, shared context blocks, team-wide tool configurations, and role-based permissions (Owner, Admin, Member).

The sidebar on the left contains your thread list for the currently selected team. Use the New Thread button at the top to create a conversation. The search field filters threads by title. Threads are sorted by most recent activity.

The header bar contains the team selector (switch between personal and shared teams), the global search (find threads across all teams), notifications, and your profile menu. The profile menu provides access to your user settings, organization panel (for admins), and logout.

Thread Area

The main content area displays the active thread. The toolbar at the top provides access to the system prompt editor, model selector, context manager, tool configuration, and conversation mode toggle. Below the toolbar, the message history scrolls vertically. At the bottom, the input area accepts your prompt with support for document attachments.

New Thread

Conversation Modes

GPT Workbench offers two modes for managing conversation flow:

  • Chat Mode -- Messages are automatically committed to the conversation history. This is the default mode and provides a familiar, fast-paced experience.
  • Console Mode -- AI responses appear in a staging area. You review the response and click "Add to Conversation" to commit it. This mode is ideal for experimentation, iteration, and cost-conscious workflows.

Toggle between modes using the switch in the thread toolbar.

Supported Providers and Models

GPT Workbench connects to five AI providers. Models are grouped into three tiers based on capability and cost.

TierDescriptionExample Models
SmallFast and affordable. Best for drafting, summarization, and high-volume tasks.Claude Haiku, Gemini Flash, GPT-5 Mini
MediumBalanced performance and cost. Good for analysis, writing, and general-purpose work.Claude Sonnet, Gemini Pro, GPT-5
LargeMaximum capability. Use for complex reasoning, deep analysis, and challenging tasks.Claude Opus, Grok 3, o3-pro

Models can be switched at any point during a conversation. Different threads can use different models simultaneously. Your message history is preserved when switching models.

Requirements

GPT Workbench runs entirely in the browser. No desktop application or local installation is required.

Supported browsers:

  • Chrome 90+ (recommended)
  • Firefox 90+
  • Safari 15+
  • Edge 90+

Network requirements:

  • Stable internet connection for real-time streaming
  • Access to your organization's GPT Workbench instance
  • Popup windows enabled for OAuth integration flows

Common Use Cases

GPT Workbench serves a wide range of professional workflows:

  • Sales and account management -- Attach HubSpot CRM data to analyze pipelines, draft proposals, and assess deal risks with full context on contacts, companies, and deal history.
  • Engineering and development -- Connect Git repositories for code review, architecture analysis, and documentation generation. Use tools for diagram creation and web research.
  • Marketing and content -- Create brand-consistent content with organization-wide system prompts and auto-context blocks containing style guides and product specifications.
  • Customer support -- Ground AI responses in your knowledge base (Document360, SharePoint) and CRM records to provide accurate, context-aware assistance.
  • Data analysis and reporting -- Combine spreadsheet uploads, URL context, and CRM data for comprehensive analysis. Schedule recurring reports for automated delivery.
  • Project management -- Integrate with Teamwork for task tracking, use thread templates for standardized workflows, and leverage team collaboration for shared AI workspaces.

Key Differentiators

FeatureGPT WorkbenchConsumer AI Chatbots
System prompt visibilityFully editable and inspectableHidden or absent
Context managementStructured blocks with type-specific handlingCopy-paste into messages
Multi-provider support5 providers, 13+ modelsUsually single provider
Business integrationsHubSpot, MS365, Google, SugarCRM, Document360Few or none
Team collaborationShared threads, presence, auto-context, rolesIndividual accounts
Cost transparencyPer-run token and cost breakdownFlat subscription
Tool ecosystem88+ tools (native, OAuth, MCP)Limited built-in tools
AutomationScheduled prompts, API triggers, webhooksManual only

Next Steps

GPT Workbench Documentation