Project Overview
Insight Action uses connected research, data processing, and publishing workflows to turn B2B software information into structured buying-signal pages. The system is built around reusable vendor records, not a collection of unrelated articles.
The Challenge
Vendor research, renewal signals, alternatives, comparison data, and scoring inputs require consistent handling. Creating and updating each page type manually would duplicate research and increase the risk of contradictory records. The workflows needed to reuse a central data model while allowing separate page types to follow their own publishing logic.
The Automation System
Make orchestrates structured inputs and AI-assisted processing, producing validated JSON for WordPress. Custom upsert logic creates or updates vendor entries instead of introducing duplicates. Taxonomies, SEO metadata, and reusable template fields are mapped alongside the content.
Structured Vendor Intelligence
Vendor records form the foundation for the Buying Signal Index and supporting profiles. Information is normalized into consistent fields so downstream workflows can work from the same source rather than repeating the initial research.
Vendor Comparison Page Generation
The comparison workflow prepares decision-support content using the underlying vendor data and maps the generated result into the corresponding WordPress publishing structure. A screenshot of this workflow is included in the project gallery.
Renewal, Alternatives & Scoring Workflows
Purpose-specific workflows support renewal-oriented pages, software alternatives, and evidence-informed scoring. Status fields and review checks provide controls before information moves into publication.
Built for Repeatable Market Updates
The workflows are designed to refresh structured intelligence and update dependent content without rebuilding every page manually. Separating the vendor foundation from derived page types makes the system more maintainable as the market dataset evolves.
Technical Stack
WordPress is the structured content and publishing platform. Make coordinates the automation. OpenAI supports information extraction and content transformation. Custom WordPress and API integration logic manages mappings, record updates, and publication.
Outcome
The result is a modular market-intelligence publishing architecture connecting vendor evidence with repeatable page generation and updating. It reduces duplicated manual handling and supports consistent presentation across related buying-signal content types.
