MH MediaHarvester Web Context API

MediaHarvester Journal

Field notes for usable web context.

Implementation-led guides for public and authorized web extraction, brand data, AI workflows, product intelligence and responsible automation.

Web Extraction Brand Design Applied AI Company Intelligence Personalization Trust
Web Extraction
Web Extraction 8 min read

Building an Auditable RAG Ingestion Pipeline

How to retain source URLs, quality metadata and refresh decisions when websites feed a knowledge base.

Applied AI
Applied AI 8 min read

Brand-Aware Proposal Generation for Agencies

Create client-ready proposals with extracted style tokens, evidence and screenshot review instead of generic templates.

Company Intelligence
Company Intelligence 8 min read

Merchant Logo Enrichment for Expense Interfaces

Combine transaction identification and Logo Link to make expense reviews readable without hiding confidence.

Company Intelligence
Company Intelligence 8 min read

Website Context for Partner Directories

Populate partner pages with current logos, descriptions, socials and industry labels from authorized domains.

Market Research
Market Research 8 min read

Responsible Competitor Research for Small Teams

A disciplined public-data workflow for tracking messaging and product changes without building a surveillance machine.

Personalization
Personalization 8 min read

Style Tokens for White-Label SaaS Onboarding

Apply customer-approved colors and typography to a first-run workspace while preserving accessibility.

Trust and Reliability
Trust and Reliability 8 min read

Cache Freshness Policies for Live Brand Data

Choose refresh windows for logos, screenshots, markdown and style tokens without wasting requests or serving stale results.