Team

Samuel Edwards

Samuel Edwards is the Chief Marketing Officer at DEV.co , SEO.co , and Marketer.co , where he oversees all aspects of brand strategy, performance marketing, and cross-channel campaign execution. With more than a decade of experience in digital advertising, SEO, and conversion optimization, Samuel leads a data-driven team focused on generating measurable growth for clients across industries.

Samuel has helped scale marketing programs for startups, eCommerce brands, and enterprise-level organizations, developing full-funnel strategies that integrate content, paid media, SEO, and automation. At search.co, he plays a key role in aligning marketing initiatives with AI-driven search technologies and data extraction platforms.

He is a frequent speaker and contributor on digital trends, with work featured in Entrepreneur, Inc., and MarketingProfs. Based in the greater Orlando area, Samuel brings an analytical, ROI-focused approach to marketing leadership.

Articles

By Samuel

50 posts

Market Research

Samuel Edwards

By Samuel

Custom Market Research Without the Consultants: Using AI, RAG, and Proxies

The New Rules of Competitive Intelligence in the Age of AI and Open Data

Geospatial Data Services (GIS) Market Research Report

The Role of AI Market Research in Strategic Business Planning

In-House vs. Outsourced AI Market Research: Pros & Cons

Proxy vs API: When to Scrape, When to Buy—and How to Scale Either

Scraping at Scale: How Enterprise Proxies Power Modern Data Extraction

How Semantic Search Is Replacing SQL in Corporate Research

What Is a Vector Database and Why Your Market Research Stack Needs One

Not Just Chatbots: Real Use Cases for Retrieval-Augmented Generation in Enterprise Data Analysis

From Documents to Decisions: Building Corporate Intelligence Pipelines With RAG

Advertising & Marketing Services Market Research Report

Automating Market Research with AI-Enhanced Data Feeds

Benchmarking AI Ingestion Pipelines for Throughput and Accuracy

Building Enterprise Knowledge Graphs from Public Web Sources

Comparing AI Market Research Tools: Which One Fits Your Needs?

Connecting Data Extraction Pipelines to BI and Analytics Platforms

Enriching Scraped Data With LLM-Powered Semantic Understanding

Entity Recognition and Linking at Internet Scale

Event-Driven Data Collection: Triggering Scrapes on Real-World Signals

Fashion & Apparel Market Research Report

How to Integrate AI Market Research with Your CRM and BI Stack

Leveraging Edge Computing for Faster Data Collection

Leveraging Webhooks for Real-Time Data Delivery

Manufacturing & Industrials Market Research Report

Natural Language Processing (NLP) in Market Research: Explained

Optimizing Crawler Efficiency With Dynamic Resource Allocation

Reducing Bandwidth Costs in High-Volume Scraping Operations

The Rise of No-Code AI Market Research Tools: What You Need to Know

Transforming Heterogeneous Data into Actionable Intelligence

When to Bring in an AI Market Research Consultant

eCommerce/Retail Market Research Report

Advanced Session Management Strategies for Distributed Data Crawling

Best Practices for Secure Data Transmission in Multi-Proxy Environments

Data Pipeline Resilience: Handling Downtime, Throttling, and API Failures

Ensuring GDPR, CCPA, and SOC 2 Compliance in Web Data Gathering

Implementing Automated Anti-Detection Mechanisms in Web Crawlers

Overcoming IP Blocking at Scale with Intelligent Proxy Orchestration

AI Isn’t Enough: Why Retrieval, Search, and Scraping Still Matter

How We Combine Proxies, AI, and Vector Search for Real-Time Insights

Building a Next-Gen Market Research Stack: Proxies, RAG, Vectors & Beyond

RAG 101: How Retrieval-Augmented Generation Is Reshaping Market Research

How Real-Time Data Extraction Is Reshaping Market Research

How AI + Human-Guided Market Research Is Replacing Legacy Research Firms

How AI Consulting Can Accelerate Your Go-to-Market Strategy

5 Ways Companies Are Using Search.co to Replace McKinsey-Style Market Reports

The Hidden Infrastructure Behind Market Intelligence: Why Proxies Still Matter in 2026

From Retail to Real Estate: 10 Industries Using Proxy-Powered Web Scraping for Competitive Insights

From PDFs to Embeddings: How Vector Search Makes Market Research 10x Faster

QDrant, Pinecone, and the Race to Own AI-Powered Search Infrastructure