Research Agent
Keyword research
that runs itself.
From your vertical and audience, the Research Agent expands seed terms through Google Autocomplete and Bing Webmaster data into hundreds of real queries — questions, long-tails, commercial searches — then scores and clusters them into a queue of reasons to publish.
The honesty rule
Every volume figure names its source.
Cheap tools show one big “search volume” number and let you assume it's Google. Ours is labelled: when the figure comes from Bing impressions it says bing, and when a paid provider is configured it says that instead. You always know what you're looking at — the column exists in the database, not just the marketing.
By default the whole discovery pipeline runs on free, real data sources (Autocomplete + Bing Webmaster). A paid keyword provider can be plugged in per site if you want Google-modelled volumes.
topics table, real columns
keyword · volume · volume_source
intent · difficulty · cluster · is_pillar
volume_source ∈ { "bing", "google_kp", "dataforseo" }
Keyword opportunity engine
A queue of reasons to publish — scored, not guessed.
Volumes are real and labelled — bing means Bing impressions, never dressed up as Google searches.
| Keyword | Intent | Volume | Difficulty | Opportunity | Recommended action |
|---|---|---|---|---|---|
| best crm for contractors | Commercial | 2,900bing | Medium | High | Create Article |
| hvac maintenance checklist | Informational | 5,400bing | Low | High | Create Article |
| hvac repair cost | Commercial | 8,100bing | Medium | Very high | Create Cluster |
best crm for contractors
Commercial · 2,900bing · Medium
High → Create Article
hvac maintenance checklist
Informational · 5,400bing · Low
High → Create Article
hvac repair cost
Commercial · 8,100bing · Medium
Very high → Create Cluster
Topic clusters
Don't publish random articles. Build authority.
The Strategy Agent groups opportunities into clusters and marks pillars — every new article strengthens a topic you're already building, wired to its pillar automatically.
Simulated democluster map
Pillar
HVAC Repair
- AC Repair Cost
- AC Not Cooling
- Emergency AC Repair
- HVAC Maintenance
- AC Replacement Cost
- Best HVAC Brands
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