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Agentic Systems
2025
Lead builder

Multi-Model Sales Agent System

Cross-provider sales outreach workflow using multiple model vendors with validation and policy-aware guardrails.

Designed a multi-agent sales automation system orchestrating multiple LLM providers to generate, validate, and deliver personalised sales emails. The system demonstrates safe agent collaboration patterns, structured outputs, and cross-provider orchestration with guardrails for policy compliance.

Key Outcomes

Cross-provider orchestration
Structured email generation and validation
Policy guardrails for outreach quality

Context

Problem and Context

Designed a multi-agent sales automation system orchestrating multiple LLM providers to generate, validate, and deliver personalised sales emails. The system demonstrates safe agent collaboration patterns, structured outputs, and cross-provider orchestration with guardrails for policy compliance.

Approach

Approach and Architecture

Cross-provider agent system generating compliant, validated sales outreach.

Implementation

Implementation Details

Python
OpenAI Agents SDK
DeepSeek
Gemini
Groq
SendGrid
Pydantic

Results

Results and Tradeoffs

This project is presented as a concise technical overview rather than a full-length narrative case study.

Cross-provider orchestration
Structured email generation and validation
Policy guardrails for outreach quality

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