Content production, sourced from real conversations

It means treating public conversations as your research layer: mining verbatim quotes for SEO and comparison pages, borrowing the exact language customers use for copy, collecting untagged praise as social proof, and turning recurring questions into a demand-ranked content calendar. Octolens supplies that layer — monitoring 15+ platforms continuously, plus a Search API for on-demand digs — so every piece starts from evidence instead of a blank page.

Because they contain something that can't be generated. Search engines have little reason to surface a page a language model could reconstruct from a prompt; what wins commercial SERPs is depth plus primary sources — real complaints, real prices, real switching stories, each linked to a live post. That material also supplies the searcher's own phrasing, which is what your headings and FAQs should be written in anyway.

Yes, in the way that actually works: AI engines synthesize and cite from the public record, and they favor content that is specific, sourced, and consistent with what real users say elsewhere. Pages grounded in verbatim, linkable quotes are more citable than generic marketing copy. Octolens also shows you the conversations that shape AI recommendations about your category — see our AI Visibility page for that side of the loop.

Quoting short excerpts of public posts with attribution and a link to the original is standard editorial practice — it's how journalism and every roundup on the internet works. Keep quotes verbatim, mark truncations, link the source, and never present paraphrase as quotation. For marketing assets like a testimonial wall, the bar is higher: many teams ask the author first, which doubles as a relationship-building touchpoint.

Ideation tools remix search suggestions and existing articles — derivative input produces derivative output. Octolens gives you the layer underneath: the actual conversations where demand, objections, and language originate. You're not looking at what already ranks; you're looking at what people are asking for, complaining about, and recommending right now, with quotes you can use.

Track your brand, let the AI tag praise, and route that tag to a dedicated Slack channel or through a webhook into your CMS or testimonial library. The result is a running inventory of source-linked praise instead of a frantic screenshot hunt before every launch. Our agent skills library includes a ready-made "turn mentions into a wall of love" recipe.

Yes — this is one of the main reasons the API, MCP server, and webhooks are on every plan. In production workflows, agents search mentions on a topic, select quotable material, and produce drafts with sources attached; a human edits for judgment and voice. The open-source seo-page-builder skill on GitHub packages this whole pipeline — keyword research, quote mining via the Search API, fact verification, writing, and QA.

An open-source agent skill (github.com/octolens/seo-page-builder) that codifies how we build our own SEO pages: real search data decides what to build and how to structure it, the Octolens Search API supplies 6–10 verbatim user quotes per page, every fact is verified at write time, and the result ships as a draft for human review. It's the content-production use case, written down as a repeatable pipeline you can run with your own keys.

Reddit and Hacker News for candid evaluations, complaints, and recommendation threads; X for testimonials and hot takes; LinkedIn for B2B proof points; GitHub and Stack Overflow for developer pain points; YouTube and podcasts for long-form opinions worth excerpting. Octolens covers all of them with one keyword list, and the Search API queries them in a single call.

Both. Monitoring builds a continuously growing, tagged archive of mentions for your tracked keywords, and the Search API runs on-demand queries across platforms for any topic — including ones you don't track — with a time window you choose. Research-heavy work like a new comparison page typically uses both: the archive for your brand, fresh searches for the category.

Pro is $199/month with 15,000 mentions, hourly refresh, Slack and email alerts, and full data access — API, webhooks, and MCP included, which is everything the content workflows on this page use. Scale at $599/month adds real-time refresh, 50,000 mentions, news monitoring, and AI summaries. 7-day free trial, no credit card.

Track your brand and two competitors, and create a praise feed routed to a #social-proof Slack channel — that workflow pays for itself first. After a week, skim the archive for recurring questions and comparison threads: that's your next month of content, ranked by demand. When you're ready to systematize, run the seo-page-builder pipeline on your highest-intent keyword.