Agentic AI Web Development: Shopping Agents, Copilots & Workflow Automation
We build agentic AI into web platforms: shopping agents that complete purchases, copilots that assist users through complex workflows, and autonomous agents that handle multi-step tasks. Full-stack project delivery with architecture, evals, and production handover.
Services layer on top of AI agents, semantic search, and AI personalization
Pento is a services company. We integrate AI agents, semantic search, AI personalization, and voice platforms (like ElevenLabs) into your web stack and ship working systems. We are not the platform or the product. We are the consulting and delivery team that builds the integration layer, tunes it for your use case, and hands it over with evals and documentation.
Full-stack agentic AI delivery: architecture, evals, and handover
Agentic AI web development means building agents that integrate with your existing stack: conversational interfaces for customer-facing flows, semantic search for product and content discovery, checkout and payment APIs, and internal tools for admin workflows. We handle the full stack from orchestration frameworks to frontend integration, evaluate every agent behavior against business rules, and hand over a system your team can maintain and extend.
How we deliver agentic AI web development projects
Technical scoping and architecture design
We start by evaluating your web platform, user workflows, existing integrations (Shopify, payment providers, content APIs), and where agentic AI delivers the most value.
That work produces a technical architecture and a phased delivery roadmap.
Agent development and integration
Next, we build the agents: orchestration with frameworks (LangGraph, OpenAI SDK, CrewAI), tool integration via MCP, RAG for grounding, and frontend components for the conversational or copilot interface.
We integrate with your existing stack and APIs as services, not replacements.
Evaluation and production testing
Before handover, we build evaluation suites that test agent behavior against your business rules, accuracy on real user queries, and failure handling.
Evals run in CI so regressions are caught before deployment.
Deployment and team handover
After validation, Pento deploys the agentic system to your production environment and hands over full documentation, evaluation suites, monitoring setup, and training for your engineering team.
You own the system and can extend it independently.
Shopping agents for agentic ecommerce
Shopping agents complete purchases on behalf of customers. The user describes what they want, and the agent handles product discovery, comparison, cart building, and checkout inside one autonomous workflow.Pento builds shopping agents that integrate with your ecommerce stack: semantic search for product discovery, inventory and pricing APIs, cart management, and checkout handoff. The agent operates on your existing Shopify or custom commerce platform as a services layer. We don't replace your checkout; we connect the agentic interface to it.These agents are grounded with RAG so they never invent products, promise unavailable stock, or hallucinate discounts. Every decision stays auditable, and the agent escalates to human support when it hits edge cases.
What a shopping agent engagement includes:
Workflow agents and copilots for internal tools
Workflow agents automate multi-step internal processes: data entry, approvals, report generation, and tool orchestration. Copilots assist users through complex admin workflows, suggesting next actions and completing tasks on request.Pento builds these agents with controlled autonomy: structured reasoning, deterministic fallback paths, and MCP-based tool access so the agent can reach your internal APIs and databases securely. We integrate with the admin platforms and tools you already use, adding agentic capabilities without replacing your existing systems.
Typical workflow agent use cases:
Agentic AI engineering, architecture, and full-stack delivery
Pento combines agentic AI engineering, web development, and systems integration. We build on top of AI agent platforms, semantic search, and voice APIs. Read our agent harness and software factory guide for the stack selection approach we follow.
Clients choose Pento for agentic AI web development because we provide:
Frequently Asked Questions
Contact us
Ready to build agentic AI into your web platform?
If your business needs shopping agents, copilots, or workflow automation integrated into your web stack, book a scoping call. We'll evaluate your platform, user workflows, and integration requirements before designing the architecture.