AI agents that learn
your business.
Agents trained on your workflows via reinforcement learning. They deploy into your infrastructure, respect your permissions, and improve with every interaction.
Request Access →Construct Labs is not a wrapper around OpenAI, Claude, or any other API. We run our own model for each customer and fine-tune it specifically on your team's work.
Trained on your workflows.
Each agent is fine-tuned via reinforcement learning on actual task completions in your environment. Your email, Slack, CRM, internal tools. Not synthetic benchmarks. The model learns how your team works, not how a generic team might work.
Improves from every decision.
Every approval, correction, and outcome feeds back into the model. The agent on day 1 follows instructions. The agent on day 90 anticipates what you need. The difference is measurable.
Not all AI agents are built the same.
 Construct Labs Our product |  Claude Cowork |  Microsoft 365 Copilot | |
|---|---|---|---|
| Adapts over time | Gets smarter with every interaction, tailored to how your team works | Only adaptable via System Prompt | Only adaptable via System Prompt |
| Understands your data | Automatically maps how your files and data connect. Fewer mistakes, better answers. | Simple context processing | Reads files as plain text, misses relationships |
| Access control | Choose exactly which files and actions each agent is allowed to touch | All-or-nothing access per app | Inherits everything the employee already has access to |
| Where your data lives | Dedicated servers in Europe. Your data never leaves. | Runs on Anthropic's shared infrastructure | Runs on Microsoft's servers, no dedicated environment |
| Privacy between users | Each company gets its own environment. Your data is never mixed with others. | No separation between user sessions | Inherits the full permissions of the user who created it. The agent sees everything they see. |
| Oversight & compliance | Full record of every action taken. See exactly what each agent did and when. | No activity logs available | Basic Microsoft 365 compliance logs only |
From setup to autonomy.
Define the role
Describe the agent's responsibilities, connect your tools, and set boundaries for what it can and cannot do.
Deploy and delegate
Assign real work. The agent executes tasks autonomously, asks when it's unsure, and learns from your feedback on every output.
Watch it compound
Every correction, approval, and outcome reshapes how the agent reasons. Performance compounds over weeks and months, not just within a single session.
The science
behind the product.
Our agents are built on peer-reviewed research in reinforcement learning and continual adaptation.
Reinforcement Learning via Self-Distillation At Scale
Construct Labs · 2026
Ready to deploy your first agent?
Your Agent. Improving from every interaction.