Both are aeo platformstools, and both have been checked field by field against their own sites. Below is where they actually differ — and where we couldn't establish a difference.
Virginia Beach, VA, US (inferred from co-founder Michael Buckbee's stated location in press/podcast coverage — not an address the company itself publishes; see notes)
6 capabilitieswhere one offers it and the other states it doesn't.
Prompt discovery✓Yes✕No
Publishes content✓Yes✕No
Builds off-site citations✕No✓Yes
Technical audit✓Yes✕No
AI crawler analytics✓Yes✕No
Traffic attribution✕No✓Yes
left column Knowatoa · right column Open Forge
Every capability, side by side
CapabilityKnowatoaOpen Forge
Monitors brand mentions✓Yes✓Yes
Tracks citations✓Yes✓Yes
Sentiment analysis✓Yes?Not published
Competitor benchmarking✓Yes✓Yes
Prompt discovery✓Yes✕No
Share of voice✓Yes✓Yes
Recommends fixes✓Yes✓Yes
Writes content✓Yes✓Yes
Publishes content✓Yes✕No
Builds off-site citations✕No✓Yes
Does outreach✕No✕No
Generates schema / llms.txt✕No?Not published
Technical audit✓Yes✕No
AI crawler analytics✓Yes✕No
Traffic attribution✕No✓Yes
Revenue attribution✕No?Not published
A/B testing✕No✕No
Geo segmentation✓Yes✓Yes
AI advertising✕No✕No
Product catalogue optimisation✕No✕No
Not published is not a no.Where a vendor never states whether it does something, we say so rather than printing a verdict we can't source — so an empty-looking row is a gap in their documentation, not a missing feature.