LLMs don't invent answers, they quote sources. We turn your brand into one worth quoting, then make sure the right publishers, communities, and platforms are quoting it too.
Reddit’s rank among the most-cited domains in transactional AI prompts 1
of transactional AI citations come from editorial roundups 2
more AI citations earned by content with proprietary data versus traditional formats 3
LLMs don’t crawl the whole web to answer a buying question. They lean on a short list of trusted sources — and that list is knowable. Our research mapped exactly where AI gets its buying advice, which means GEO stops being guesswork and becomes placement strategy.
We don’t just study the citation graph. We’ve spent 13 years building relationships inside it.
what we do
LLMs reward sources, not opinions. We create the proprietary research and data-driven stories high-authority publishers pick up — the exact pages models reach for when assembling an answer. Companies publishing original data earn 45% more AI citations than peers running traditional formats.
The content mix that LLMs reward has flipped. In our portfolio-wide study, pricing-style content gained +12.1 points of traffic share while how-to content fell 88%. We build the bottom-funnel, comparison, and pricing assets AI answers quote at the moment of decision, without enraging competitors or cannibalizing conversions.
Reddit is the #1 most-cited domain in transactional AI prompts and the second-largest site in Google’s U.S. results. We build a disclosed, brand-forward presence in the communities your buyers and the models already trust. No fake accounts. No shortcuts.
Editorial roundups are the second most-cited content type in transactional prompts. Our affiliate partnerships put you on the Bankrates, Wirecutters, and G2s of your world — placements that pay twice: commission revenue today, LLM share of voice tomorrow.
LLMs and Google both reward current information. The average cited post is roughly a year old, and decaying content falls out of the answer set. Our DataFlywheel technology refreshes your pages quarterly or faster, so you stay in the citation window while competitors age out.
More than 37% of LLM queries are generative, meaning users are asking AI to build or create something, not just answer a question. Calculators and complex interactives meet that intent, win clicks AI Overviews can’t replicate, and convert. High-utility tools earn the engagement that Google and LLMs both reward. We’ve built them for over a decade.
Analyze your entire addressable market with relevancy-adjusted keyword difficulty, at-scale topic discovery, content gap analysis, and a sitewide freshness scorecard — so every asset above is pointed at the prompts that actually drive your pipeline.
SEO-only agencies optimize your site. PR shops earn links. Affiliate shops manage commissions. Reddit shops chase upvotes. LLMs don’t care about those silos. They assemble answers from all four surfaces at once, and a gap in any one of them is a gap in your answer share.
Every asset we ship is stress-tested against three questions:
When all three line up, one piece of work pays for itself three ways. That requires SEO, GEO, digital PR, affiliate, and community teams under one roof, with 13 years of publisher relationships and measurement to back it up.
ATTRIBUTION
You see the AI line and the revenue line on the same report. You stop guessing whether GEO is working.
Who this is for
Not a fit if you: want gray-hat shortcuts, don’t have a real product to stand behind, or need results measured in weeks.
BlueprintIQ market analysis, prompt-level citation mapping, freshness audit, baseline LLM share-of-voice benchmark, and a 12-month roadmap tying every asset to a prompt, surface, and revenue outcome.
Data journalism and BOFU content production, digital PR and affiliate partnership outreach, Reddit presence established, DataFlywheel refresh cadence underway.
Monthly reporting against citations, share of voice, and revenue. Quarterly roadmap reviews. Placement and freshness optimization as your answer share grows.
In client content value driven by Siege Media.
Pieces of coverage generated per month across client portfolios.
Well above agency industry average.
Building publisher, creator and affiliate-adjacent relationships.
SEO earns rankings; GEO earns citations. They share a foundation in authority, relevance, and freshness, but GEO adds placement on the third-party surfaces LLMs quote (editorial roundups, Reddit, research) and measurement of AI share of voice. We run them as one program because the models don’t treat them separately.
LLM share of voice, citations earned per asset, AI-referral traffic benchmarked against our proprietary research, and branded search lift — reported monthly next to your organic and revenue KPIs.
We continue to evolve our recommendation here depending on the client and budget range. There are a range of quality options available with different levels of use depending on the impact of LLMs to your business and the specific strategy performed. We are happy to make a recommendation based on your specific use case.
No problem. We can help you create data from scratch. Whether it’s running a survey, tapping into anonymized platform usage stats, or compiling third-party research in a new way, there’s always a way to generate interesting data.
Every company has knowledge we can turn into citable insights, and original data earns 45% more AI citations.
Owned content and freshness wins typically surface within the first quarter. Citation share builds over 3–6 months, which is exactly why programs that start now compound and late starters chase.
No. BlueprintIQ tells us where your citation gaps actually are — some brands need Reddit presence urgently, others need editorial placements or a freshness overhaul. The roadmap is sequenced by gap size, not by what we’d like to sell.