Custom Dify Agents

Multi-step AI agents engineered by q52 on the Dify platform — designed to automate complex knowledge workflows that simple chatbots cannot touch.

Professional Services • Agentic AI

Custom Dify Agents

Multi-step AI, built for the way your business actually runs.

  • End-to-end agentic workflows — reason, retrieve, act, and generate across multiple steps
  • Integrates with your existing systems: CRM, ERP, databases, APIs, and document stores
  • Human-in-the-loop checkpoints where accountability requires it

How It Works

01

Discovery & Design

We map your workflow end-to-end, identify exactly where AI adds value, audit your data sources, and design the agent architecture. You receive a go/no-go package with ROI projection before any build begins.

02

Prototype

A working proof-of-concept validates the approach in your actual environment — real data, real integrations, real outputs. No surprises at full build.

03

Build & Integrate

Full agent development with system integrations, edge case handling, and a complete QA testing suite. Team training and workflow documentation included at handoff.

04

Operate

q52 monitors performance, handles model and dependency updates, expands workflows as your needs grow, and provides a dedicated engineer point of contact throughout.

  • Custom-designed agentic workflows on Dify — self-hosted on your infrastructure or cloud
  • Multi-step reasoning with tool use: web search, API calls, database queries, file generation
  • Model-agnostic: run on Claude, GPT-4o, Gemini, or local open-weight models
  • Full workflow documentation, testing suite, and team handoff training
  • Optional self-hosted deployment for complete data sovereignty
  • Common use cases: research synthesis, report generation, contract drafting, compliance screening, intelligent data routing

Engagement Model

Discovery & Design

Fixed-scope engagement

  • Workflow mapping and problem scoping
  • Agent architecture design and tool selection
  • Data source and integration audit
  • Prototype and proof-of-concept delivery
  • Go/no-go package with ROI projection

Build & Deploy

Project-based

  • Full agent development and integration
  • Testing, edge case handling, and QA
  • Deployment to production environment
  • Team training and workflow documentation
  • Post-launch monitoring and tuning period

Operate

Monthly retainer

  • Continuous monitoring and performance tuning
  • Model and dependency updates
  • Workflow expansion and iteration
  • Usage analytics and optimization reporting
  • Dedicated q52 engineer point of contact

Every Dify Agent engagement begins with a scoped Discovery session. q52 does not offer off-the-shelf agent packages — because off-the-shelf rarely solves real problems. Reach out through the Client Portal to start the conversation.

About us

q52 is an AI strategy firm built for organizations that need reliability, not theatrics. We focus on the hard parts of AI—training data, intelligence management, systems integration, governance, and security—because those foundations determine whether anything works in production. Our approach starts with understanding how your people think, decide, and operate, then designing AI systems that fit those realities. We cut through noise, identify what’s actually required, and build frameworks your teams can trust and sustain.


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