AI Content Writer That Knows Your Data.

    Raw LLMs produce generic SEO content because they have no context. Cogny is an AI content writer connected directly to your GA4, Search Console, Google Ads, and brand data — so every piece is built to rank, convert, and get cited by AI search engines.

    No 30-minute prompt engineering sessions. No hallucinated facts. No generic output.

    ❯ start writing with your datasee pricing →

    cogny --diagnosis

    WHY RAW LLM CONTENT FAILS

    The Reddit SEO community is blunt about this: "the problem isn't the model, it's the process." Without proper context, every LLM produces the same trash. The prep work — briefing, research, competitor pulls — takes 30–60 minutes per piece manually.

    Raw LLM has no contextChatGPT and Claude don't know your GA4 funnel, your Search Console positions, or your brand. They hallucinate relevance.
    30–60 min prep or you get trashReddit SEO practitioners are blunt: the problem is the process, not the model. Context prep alone takes an hour per piece.
    No feedback loopContent generated without performance data can't get better. You have no signal on what's ranking vs. dying.
    Invisible to AI search enginesGeneric content that isn't grounded in entities and authority signals gets skipped by ChatGPT, Gemini, and Perplexity citations.

    cogny --harness-vs-raw-llm

    THE CORE DIFFERENTIATOR

    A raw LLM is a language model. Cogny is a language model with your entire marketing stack wired in. Here is what that looks like in practice.

    Capability
    Raw LLM
    Cogny
    Reads your GA4 funnel data
    Pulls live Search Console rankings
    Uses your Google Ads keyword data
    Knows your brand voice & competitors
    Connects to Stripe / CRM signals
    Updates content from real performance
    Generates text from general training

    Deeper read: Harness vs. raw Claude — the full breakdown →

    cogny --data-harness

    WHAT COGNY READS BEFORE WRITING

    Three layers of live context that make Cogny AI SEO content fundamentally different from generic output.

    Live marketing data layerCogny reads your actual performance before writing a single word.
    • GA4 sessions, conversions, and funnel drop-offs
    • Search Console queries, CTR, and position deltas
    • Google Ads Quality Score and keyword costs
    Brand & competitive contextContent shaped by who you are and who you compete with.
    • Industry positioning and company information
    • Competitor messaging and ad copy patterns
    • Your strategy docs and approved brand voice
    Performance feedback loopEvery published piece teaches the next one what works.
    • Which articles drove conversions, not just traffic
    • Topics that rank vs. topics that stall
    • Audience engagement patterns over time

    cogny --ads-impact

    AI SEO WRITING TOOL FOR PAID + ORGANIC

    Good AI SEO content lowers your Google Ads CPCs. Here is the direct chain from content to cost savings.

    Without Cogny
    • Generic content unrelated to ad keywords
    • Landing page relevance score: low
    • Quality Score: 4–5
    • CPC inflated — paying the relevance tax
    • Budget stretched thin on poor-fit traffic
    With Cogny
    • Copy aligned to your exact ad group keywords
    • Landing page relevance score: high
    • Quality Score: 7–9
    • CPC drops — rewarded for relevance
    • Same budget drives more qualified conversions

    Learn more about Google Ads optimization →

    cogny --content-types

    WHAT YOU CAN CREATE

    Every format is informed by live data. No templates. No generic structures.

    SEO blog postsKeyword-targeted articles built from Search Console gap analysis and GA4 conversion paths — not keyword stuffing.
    Landing page copyAd-aligned copy that maps directly to your Google Ads groups, lifting Quality Score and cutting CPCs.
    Pillar page contentAuthoritative topic hubs that cluster supporting pages and build the topical authority AI search engines reward.
    Product & category pagesConversion-focused copy informed by Shopify or CRM data on what your best customers actually searched.

    cogny --one-harness-many-use-cases

    CONTENT IS THE WEDGE

    Content writing is how most teams start with Cogny. But the same harness — the same GA4, Search Console, Ads, and CRM access — also runs your paid media, SEO audits, budget pacing, churn signals, and more.

    You do not need separate tools for each capability. One agent. One context layer. Everything connected.

    Paid AdsGoogle & Meta Ads optimization
    SEO + GEORank in Google and get cited by AI
    Budget pacingAnalytics & ROI intelligence
    Churn & MRRRevenue pipeline signals

    Back to AI Content Marketing overview →

    cogny --faq

    QUESTIONS

    get started

    Content is the wedge. The harness runs everything.

    Start with AI SEO content writing on Solo at $9/mo. When you are ready, Cloud unlocks the full harness — ads, budget pacing, churn signals, and 2,000 included AI credits — for $499/mo.