Custom AI Agents & Cognitive Automation

Build autonomous, goal-directed AI agents tailored to execute complex enterprise workflows, integrate with internal APIs, and self-correct using Reinforcement Learning.

Custom AI Agents & Cognitive Automation

The next frontier of business efficiency is not just passive AI answering questionsβ€”it is autonomous AI agents executing multi-step business goals. At Infodoor, we build specialized, highly reliable, and secure agentic systems that coordinate tasks, use internal APIs, and dynamically adapt to your operational workflows.


πŸ€– The Power of Agentic Workflows

Traditional AI chatbots wait for a user prompt and generate a single response. An AI Agent, however, is designed with a planning loop, memory, and access to a suite of digital tools.

Given a high-level goal (e.g., “Audit these 50 client records, cross-reference them with Salesforce, and generate a variance report”), the agent breaks the problem down, calls the necessary APIs, evaluates its own outputs, and self-corrects when encountering errors.

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚                   Custom AI Agent Loop                 β”‚
β”‚                                                        β”‚
β”‚    [User Goal] ──► [Agent Planner] ──► [Tool Call]     β”‚
β”‚                           β–²                   β”‚        β”‚
β”‚                           β”‚                   β–Ό        β”‚
β”‚                  [Self-Correction] ◄── [Execution]     β”‚
β”‚                                                        β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ› οΈ Our Core Agentic Services

1. Autonomous Workflow Orchestration

We design multi-agent systems where specialized models collaborate to solve complex pipelines. For instance, a researcher agent gathers information, a critic agent reviews it for compliance and accuracy, and a writer agent formats the final corporate brief.

2. Custom Tool & API Integrations

Agents are only as powerful as the tools they can use. We securely connect your AI agents to database systems, proprietary software APIs, CRM platforms, and legacy ERP directories, allowing them to take real-world actions safely within your defined parameters.

3. Low-Cost Agent Alignment (RL/DPO)

Using cutting-edge reinforcement learning paradigms like Direct Preference Optimization (DPO) and Group Relative Policy Optimization (GRPO), we align lightweight, open-weights models (such as Llama 3 8B or Gemma 2 9B) to handle specialized reasoning tasks. This gives you elite, agentic logic at a fraction of the computing cost of renting large public frontier APIs.


⚑ Safety, Guardrails & Execution Controls

Building agents for business requires absolute predictability and control:

  • Deterministic Guardrails: We implement strict operational boundaries, ensuring agents cannot execute unauthorized actions (like transferring funds or changing master configurations) without explicit human-in-the-loop approval.
  • Detailed Trajectory Logs: Every thought process, tool execution, and planning step is logged transparently for full administrative audits.
  • State-Saving & Rollbacks: If a system error occurs mid-workflow, the agent saves its state, allowing seamless recovery without starting the entire pipeline from scratch.

[!IMPORTANT] Supercharge Your Operations: Transition from simple search to goal-directed automation. Contact our senior agent systems engineers today at info@infodoor.ca to discuss your cognitive workflow roadmap.