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Engineer a prompt
Define reusable instructions, variables and versions instead of relying on one-off chat messages.
AIMates Build · AI Playground
Turn an AI idea intosomething that actually works.
Create reusable prompts, ground them in trusted Knowledge, connect reliable workflows, package them as agents and add reviewed MCP tools — all inside one practical Build workspace.
Project-based workspaceGrounded Knowledge · RAGWorkflows and agentsSecure MCP tools
Real Build experience
One workspace for your AI projects
Keep Prompt Studio, Knowledge/RAG, Workflows, Agents and MCP tools connected to the same project and execution history.
AIMates BuildLive product
Start building →AIMates Build
Your AI Playground for building real solutions
Welcome to your AI Playground.Create reusable prompts, ground them with Knowledge, connect workflows, run agents and add reviewed MCP tools—without losing project context.
Continue your journey
Custom AI Assistant
Open the latest project and continue from its saved configuration and run history.
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PromptDefine and test the task2
KnowledgeGround it with RAG3
WorkflowConnect repeatable steps4
AgentPackage the workflow5
MCPAdd reviewed live toolsStage colours must come from persisted execution results. Opening a page alone never marks it complete.
Start with an outcome
Choose a practical starting kit. Every prompt, model and setting remains editable.
RecommendedCustomer Feedback Analyzer
Understand sentiment, recurring themes and recommended actions.
Start a projectCV & Job Match AssistantCompare a CV with a role and identify strengths and gaps.
Start a projectDocument Data ExtractorTurn unstructured documents into reliable structured information.
Start a projectContent Repurposing WorkflowTransform one source into multiple useful content formats.
Start a projectKnowledge Support AgentCreate an assistant that answers from trusted knowledge.
Start a projectRecent builds
Continue from where you stopped.
Guided Build journeys
Build one complete solution end to end
Follow copy-ready Prompt → Knowledge → Workflow → Agent → MCP examples.
Available now
Build more than a prompt
AIMates Build gives you the layers needed to turn an AI idea into something organised, repeatable and reusable.
Live
AI Projects
Keep prompts, workflows, agents, settings and project activity organised around one practical AI solution.
Open ProjectsLive
Prompt Studio
Create reusable prompts with variables, versions and organised prompt history across your AI projects.
Open Prompt StudioLive
AI Playground
Test prompts with real inputs, run them against AI and quickly improve ideas before building further.
Open PlaygroundLive
AI Workflows
Connect reusable prompts into structured multi-step AI processes and run them with practical inputs.
Open WorkflowsLive
AI Agents
Turn workflows into reusable AI agents with a defined role, goal, instructions and repeatable behaviour.
Open AI AgentsLive
Knowledge Sources · RAG
Chunk, embed and retrieve trusted project documents so every run can use grounded evidence and citations.
Choose a ProjectLive
Secure MCP Tools
Connect reviewed external tools, map runtime inputs and keep write or sensitive actions approval-gated.
Choose a ProjectLive
Usage & Execution
Review runs, usage limits, execution history and AI consumption while keeping Build activity visible.
View Build DashboardHow AIMates Build works
From prompt to grounded, connected AI
Start with a tested prompt, add Knowledge only when grounding matters, then grow it into a workflow, agent and reviewed MCP-connected solution.
2
Ground it with Knowledge
Ingest trusted documents, retrieve relevant chunks and carry citations into each run.
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Build a workflow
Connect tested prompts into an ordered, repeatable process with mapped inputs and outputs.
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Turn it into an agent
Give a tested workflow a role, goal, instructions and a pinned version.
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Connect live tools with MCP
Add reviewed external context and keep write or sensitive actions approval-gated.
Beyond one-off chat
Keep the speed of AI chat.Add the structure needed to build.
Chat is great for exploration. AIMates Build is designed for the point where an idea becomes useful enough that you want to organise it, test it repeatedly and turn it into something reusable.
Projects keep the context
Prompts, Knowledge, workflows, agents and MCP assignments stay connected to the same solution instead of becoming disconnected experiments.
Build progressively
Start with a prompt, add grounded Knowledge when needed, then create a workflow, agent and approved tool access progressively.
Reuse what works
Versioned prompts, cited Knowledge, saved workflows, pinned agents and reviewed tools turn experiments into repeatable capabilities.
End-to-end examples
See the complete Build journey in practice
Follow copy-ready examples from Prompt to Knowledge, Workflow, Agent and MCP. Each guide includes test data, mappings and success checks.
Support operations
Customer Support Resolution Assistant
Use policy knowledge, a two-step workflow, a reusable agent and optional live incident data.
Open guideCareer
CV & Job Match Career Coach
Compare verified candidate evidence with a role and produce an honest preparation plan.
Open guideProduct operations
Customer Feedback Action Planner
Turn feedback into grounded themes, owners, actions and safe customer communication.
Open guideExplore AIMates resources
Need inspiration before you build?
Build is your creation workspace. AIMates also gives you public resources you can explore for ideas, patterns and starting points.
Coming next
Build is growing into a complete AI workspace
RAG and MCP are live now. The next capabilities focus on evaluation, deployment, model choice and programmable access.
Evaluation & Benchmarks
SoonCompare versions against test cases before publishing a change.
Deploy & Publish
SoonPublish tested agents and workflows as shareable apps or protected endpoints.
Bring Your Own Model
SoonConnect supported model providers and use your preferred AI models.
API Access
SoonUse AIMates Build capabilities programmatically from your own products and systems.
Ready to build?
Your AI idea does not have to stay an idea.
Start with a project and a prompt. Ground it when evidence matters, connect the workflow, create an agent and add reviewed MCP tools without leaving AIMates Build.