Sonny Patel
← All writing
Build note · Orena

Building Orena’s agentic content engine

How I connected content planning, publishing, and search feedback into one workflow.

Sonny PatelLiveSeptember 30, 2026
Orena · Build noteLive
Step 1 of 4Map topics
GuideCognitive assessment
What an assessment involves
Understanding test scores
Questions for a clinician
Step 2 of 4Agent drafts & validates
✓Load topic, related pages and instructions
✓Prepare article and assets
✓Run build and validation checks
✓Package changes for review
Ready for review
Step 3 of 4Publish
148articles published
Cognitive test scores, explained
MetadataInternal linksSitemap
Step 4 of 4Monitor stats & refresh
45refresh tasks completed
WatchImpressions, clicks and position for every article
FlagCognitive test scores: search impressions, relatively few clicks
Refresh queued
Topic map to agent run to published page, then monitored in search and queued for refresh.
Project
Orena
My role
Founder
Status
Live
Recorded so far
148 articles published, 45 refresh tasks completed

Orena’s content workflow has published 148 articles and completed 45 refresh tasks. I built it to connect topic planning, drafting, review, publishing and search feedback in one process.

People researching memory and thinking often need help understanding cognitive assessments before they are ready to buy one. I wanted Orena’s articles to answer those questions clearly and build an organic acquisition channel over time.

Giving the work a structure

A topic map connects broad guides to specific questions. The publication queue gives each article a purpose and records where it stands.

For each task, the agent loads the topic, related pages, editorial instructions and publication state. It prepares the article and assets, runs build and validation checks, and packages changes for review. The work lives with the website in version control, so I can inspect what changed and why.

Publication queuein version control
What an assessment involves
QueuedDraftingIn reviewPublished
Understanding test scores
QueuedDraftingIn reviewPublished
Questions for a clinician
QueuedDraftingIn reviewPublished
Each article moves through the same states, and the queue keeps the record.

The publishing process also handles metadata, internal links, page generation and the sitemap. Article content is present in the page’s HTML. These details are part of the workflow rather than tasks I have to remember at the end.

Making published content part of the workflow

The refresh queue turns Search Console observations into specific tasks: clarify an answer, revisit a title, improve a link between pages or collect more data.

For example, an article explaining cognitive test scores was appearing in search but receiving relatively few clicks. Its refresh task focused on a title that better matched the reader’s question. The record kept the reason for the change and the wording before and after it.

Search Console · one article (illustrative)
ImpressionsClicks
Refresh task · action record
PageArticle explaining cognitive test scores
ObservationSearch impressions, relatively few clicks
ChangeTitle reworked to reflect the question people ask
RecordThe reason, plus the wording before and after
OutcomeKept separate, and judged once there’s evidence
A search observation becomes a task with its own record. The outcome is tracked apart from the action.

That leaves a traceable sequence: a page, an observation, a change and a later check. Completing the task tells us what was done; subsequent search data tells us whether it helped.

Keeping judgment in the process

Health content needs more than a passing build. An article can be technically correct in structure and still overstate a claim, misread a source or give a worried reader the wrong impression.

The editorial instructions call for plain language, credible sources and a clear distinction between education and diagnosis. Automated checks cover structure and technical issues. Factual accuracy, source relevance and the meaning a reader takes away still need human scrutiny.

Automated checks
Structure✓
Technical problems✓
Build passing
Still needs a person
Source relevance✓
Factual accuracy✓
What a reader takes away✓
Checks finish in seconds. Accuracy and meaning take a slower read.

The same approach guides search and answer-engine optimization: clear questions, direct explanations and accessible pages with useful supporting material.

What it gives Orena today

Orena now has a content library and a record of what to publish or revisit next. I can pick up the work with its context intact, from the original topic decision to the latest refresh.

The 148 articles and 45 completed refresh tasks describe work delivered. Search impressions and clicks show how that work is being discovered. The longer-term test is whether it brings relevant visitors to Orena and helps them take a useful next step.

Total clicks972
Total impressions128K
Average CTR0.8%
Average position15.4
Impressions · dailyGoogle Search Console
2.4K1.6K8000
1/25/263/14/265/1/266/18/268/5/269/22/26
Daily search impressions for Orena since January 2026.
Sonny Patel
Sonny Patel
Building products and the systems that help them grow.
The company behind this build
Orena case study →
Built an at-home kit MVP, then developed a digital assessment service with licensed BrainCheck Assess and a neurologist results consultation.
Sonny Patel
XLinkedIn© 2026 Sonny Patel